http://books.nips.cc/nips19.html NIPS 2006 http://books.nips.cc/papers/files/nips19/NIPS2006_0542.pdf 17 An Approach to Bounded Rationality abreu academic adaptive annual applications approximation arti aspects auer automata bandit bayes behavior bianchi bounded cambridge cannot cesa chen chess cial class colell colloquium completely complexity comput computational computer computing contributions cooperation daskalakis decision deng diego dilemma dominance dresher econometrica economic editors electronic equilibria equilibrium ewerhart finite finitely foster freund game games general goldberg hannan hart ichiishi improved international iterative journal justi kalai koutsoupias letters like line math method mixed monderer most moulin multiarmed nash neyman nite nonstochastic papadimitriou play porath possessing potential press princeton prisoner problem proceedings pure rationality references regret repeated report risk robinson rosenthal rubenstein schapire science sciences shapley siam simon smoothed solvable solving steps strategic strategically strategies strategy structure symposium tauman teng theoretical theory tucker twentysixth university upon vial vohra volume whose with wolfe worstcase yannakakis zero http://books.nips.cc/papers/files/nips19/NIPS2006_0555.pdf 94 Reducing Calibration Time For Brain-Computer Interfaces: A Clustering Approach accepted across adaptive advances aihara alvino analysis annual appear application applied approach association based basic becker berlin biomed birbaumer blankertz bler blind bogdan boosting brain braincomputer cation cations channel chapman clanton class classi classifying clin combination combined combining communication completly component computer control covariate curio curran current dagm data decisions decomposition dependent desynchronization detection development device diettrich dornhege duda during electroencephalogr encephalography error estimation eurasip event feature features filter filters flor from gaussian generalization gerking german ghahramani ghanayim graz guger hall hand harkam harmeling hart heidelberg hibbs hill hinterberger ieee images imagined imaging implementing imposed improved improving independent inlier input integration interface interfaces interfacing invasive issue iversen jorgensen journal kaiser koles kotchoubey krauledat krupka kunzmann lecture lemm linear lkopf ller localization london losch ltering lters matthews mcfarland meinecke movement multi multidimensional multimodal neumann neuper neural neurocomputing neuroelectric neuroimage neurophysiol nips nolte notes obermaier obermayer optimal optimization optimizing ordering osman outliers paradigms paralyzed parra patients pattern pearlmutter penny perelmouter pfurtscheller pregenzer presented press prieto principles proc processing prototypes puntonet ramoser rates recognition references rehab related roberts robust rosenstiel rosipal sajda scaling schl schr science selection separation shenoy shift signal silva single sons soong source sources spatial spatio special spectral springer statistics stokes stork subject subjects sugiyama super symposium synchronization systems tang technology temporal though thrun tomioka towards training trans translation trejo trends trial under vaughan verlag wheeler wiley with without wolpaw workshop yeung http://books.nips.cc/papers/files/nips19/NIPS2006_0492.pdf 62 Approximate Correspondences in High Dimensions agarwal algorithm algorithms analysis annual approach april bags barla baseline beijing belongie berg beyond binary bipartite british building cambridge cardiff categories cation charikar china chum cient city classi comp compression computational computer computing conf conference contexts correspondences cristianini darrell diego discourse discriminative distinctive distortion embeddings estimation euclidean extremal fast features foltz france from geometry gersho google grauman gray ieee image indyk intelligence international introduction invariant journal june kernel kernels keypoints laham landauer lazebnik linear lowe machine malik matas match matching maximally methods near nice nister object odone pajdla pattern ponce press proc proceedings processes processing puzicha pyramid quantization recognition recognizing references regions retrieval robust rounding scalable scale scene schmid sept sets shape shawe signal similarity sivic spatial springer stable statistical stereo stewenius strings symposium taylor techniques text thaper theories theory thesis trans tree univ urban using varadarajan vector verri video videos vision vocabulary wide with workshop york zisserman http://books.nips.cc/papers/files/nips19/NIPS2006_0292.pdf 164 Learning Dense 3D Correspondence advances alexa algorithm allen analysis angeles anguelov application applications artif automatic beymer bfgs blanz body brain characteristics classes component computer computing conference construction correlated correspondence curless davis deformation determining diamantaras differential eurographics example faces forum frangi from gelfand geometry global gourdon graphics guibas horn human icml ieee ijcai image imaging information intell intelligence international isointensity iterative john journal july kanade koller kung large learning limited linear lucas machine march math medical memory mesh method mitra model models morphable morphing networks neural nocedal nonrigid object optical optimization pages pang parameterization pattern poggio popovic pottmann press principal problem proc proceedings processing program range recent reconstruction references registration representations robust rueckert scale scans scholkopf schunck science shapes siggraph single sons space srinivasan statistical steinke stereo surfaces symposium synthesis systems technique theory thirion thrun trans understanding unsupervised using vetter vision visual wiley with http://books.nips.cc/papers/files/nips19/NIPS2006_0152.pdf 9 A Novel Gaussian Sum Smoother for Approximate Inference in Switching Linear Dynamical Systems able about accurately acknowledgements advances agencies algorithms although annals application approximate approximation artech aslds asru audio augmented authors autoregressive barber based bayesian bene bourlard carefully carlo case cemgil class clearly commonly complex components computation computing conditional connected contained cope correction correlation darwiche database dealt digit distributions doss doucet dynamic dynamical econometrics ects editors ephraim estimation expectation exploits facilitate family february filter forgetting formula freitas friedman funding future gaussian general generative ghahramani gordon help here herein heskes hidden hinton hope house human hybrid icassp idea ideas idiap ieee implementation independent inference information institute intelligence jensen journal kappen kitagawa language lathoud lauritzen learning leonard lerner letters liable linear local long maccormick machine made magimai main many markov markovian mathematics media mesot method methods minka mixture model modeling models monitoring monte more motion music networks neural nijmegen nips nite noise noiserobust norwood november number numerically occurs only other over pages paper pavlovic practical practice presented principles procedure proceedings processing produce project propagation properties provide radboud reasonable reasoning recognition references rehg require research result revisiting roberts robust rong satisfactory sequential shalom signal signals singly smoothed smoother smoothing software space speaker spectral speech springer stable stanford state statistical statistics subtraction such supported switching systems techniques that therefore thesis this times tracking transactions transcription unaware uncertainty university unsupervised variational very views volume well which whilst with work would xiao zoeter http://books.nips.cc/papers/files/nips19/NIPS2006_0520.pdf 155 Information Bottleneck for Non Co-Occurrence Data academy advances algorithms allerton amir analysis annual applications arlindo ashburner atwal auxiliary ball barron based bialek biclustering bioinformatics biological biology blake botstein bottleneck bottou brown butler carmel cation cell cells changes chechik cherry classi clustering clusters coding collaborative common communication computation computational condition conditional conference control cover current data david davis december description development distributions document dolinski dwight editor eisen elements environmental eppig evaluating expression fernando friedman from gasch gasper gaussian gene genetics genomic geometric globerson gondek gurinder harel harris hebrew herlocker hill hoffman hofmann hohmann identifying ieee inference info information intelligent international issel janne january jerusalem john journal kasarskis kaski kaufman koller konstan latent learning length leon lewis ltering machine madeira markovian mateo matese maximization method minimum mining modeling models module modules molecular morgan multivariate naftali national natural nature networks neural nips noam noan oliveira ontology pages pearl pereira plausible pnas principle probabilistic proceedings processing programs publishers reasoning recommender redundant references regev regulators regulatory relaxation research response retrieval richardson riedl ringwald rissanen rubin samuel sara science segal semantic sequential series shapira sherlock sigir singh sinkkonen slonim sons space speci spellman still storz stress stresses survey susanne systems tarver telecommunications terveen their theory thesis thomas tishby tool topics tracik trans transactions university unsupervised using volume weiss wiley william word yair yeast york http://books.nips.cc/papers/files/nips19/NIPS2006_0543.pdf 147 Learning annotated hierarchies from relational data aaai academy adler alyawarra analaysis analysis analyzing applications attribute bayesian behaviour biological biology biomedical blockmodels bumgarner cambridge cation cello cheese chipmunk chisel classes classi clustering collins community comp computation concept concepts conceptual concrete connections cree data denham detection devel development directed discovering domain duda edition elds expression factors faust formation from func gene genom genome ghahramani girvan graphs grif group hart harvard heller hierarchical hillis icml ijcai infancy inference information jasa jensen jvlvb keil kemp kubica latent learning level link mandler many mccray mcdonough mcrae meaning measurements medvedovic memo memory methods mining model molecular moore multiple national ncai network networks neville newman nite nonverbal nouns olsen ontology other overlapping pattern patterns phylogenetic playing press proc proceedings quillian references relational repeated report retrieval roles scene schneider sciences semantic social statistical stochastic structure swofford systematics systems technical tenenbaum text thesis time ueda underlying university upper using waddell wang wash wasserman wiley with wolfe wong workshop yamada yang yeung http://books.nips.cc/papers/files/nips19/NIPS2006_0365.pdf 1 Tighter PAC-Bayes Bounds advances algorithm anthony bartlett bayes bayesian bernhard blake boser bounds california cambridge cation classi computational computer data databases dependent dept error gaussian generalization guyon hierarchies html http ieee information irvine isabelle journal langford learing learning machine margin margins mcallester merz minimization mlearn mlrepository model neural optimal over pages practical prediction press process processing references repository research risk sciences seeger selection shawe stochastic structural systems taylor theory training trans tutorial university vapnik vladimir volume williamson http://books.nips.cc/papers/files/nips19/NIPS2006_0639.pdf 13 A selective attention multi–chip system with dynamic synapses and spiking neurons abbott acknowledgments active activity adaptive alavlsi allows also analog analysis another application april asynchronous attention august autonomous away back baluja bartolozzi based before begins biological bishop board boegerhausen bosch boston brain brainard brajovic centro change chapter chicca chip circuit circuitry circuits coded cognitive cohen communications competition competitive computation computational conf content contribution control cooperative cortical current cybernetics daisy dante december deiss delbruck delle depression deselect device deweerth digest does douglas dylan dynamic ects editors effect engineering excitation expectation fades faster fellowship figure from further gain giudice grant gure hahnloser homeostasis horiuchi http human hysteretic ieee implemented implementing implements indiveri induced infrastructure inhibition inhibitory input inputs inspired integrate intelligence intensity interactions interface international isscc issue italian itti january joint journal kanade kluwer koch labbi level lichtsteiner maass machine mahowald matthias mechanism milanese model modeling monitored monitoring morris much muir multi nazionale nelson networks neural neurobiology neurocomputing neuromorphic neuron neurons niebur node november object observe oculomotor only orientation oscillations oster other pages papers participants patrick pattern pixel plot pomerleau posch power press previous primate proc provided providing psychophisics pulse pulsed rapid rasche raster references regular relative report reset responds response resting retina return ricerche robot robotics saliency same scene science segmentation sejnowski select selection selective selectivity self sensor sets setup shamma shifts short shows silicon software solid spatial special spike spiking state stereoscopic stimulus subtracted supported suter switzerland symposium synapse synapses synaptic system systems technical telluride term text thank that there thesis this time toolbox tools towards tracking transactions turn ullman unchanged underlying unizh using value varela vehicle vision visual vlsi vnet volume whatley when whole winner wins wish with within work workshop zurich http://books.nips.cc/papers/files/nips19/NIPS2006_0148.pdf 198 Hyperparameter Learning for Graph Based Semi-supervised Learning Algorithms alexander andreas argyriou ashish avrin based bayesian benson bernhard blum bousquet canada carreira cation chapelle chawla choosing cirelo classi cluster clustering cohen colt combining cozman data fabio fields from functions gaussian ghahramani graph graphs harmonic herbster http hyperparameter hyungil icml jason joachims john jorge kandola kapoor kernel kernels kondor labeled lafferty laplacians learning lois machine machines manifold manual marcelo mark massimiliano mcinnes miguel mincuts mixture models more mukherjee multiple networks nips olivier parameters parametric partitioning perpinan picard pontil processes proximity references regularization report richard risi rosalind sarich sayan scholkopf semi semisupervised shuchi smola spectral steven supervised support technical thorsten transductive transforms unlabeled user using vancouver vapnik vector vladimir weston xiaojin yuan zemel zoubin http://books.nips.cc/papers/files/nips19/NIPS2006_0331.pdf 166 Mixture Regression for Covariate Shift ability adaptive algorithm analyse analysis answers applied approach baldi based bias bioinformatics bishop brumak cambridge cation class classi cluster clustering clusters clusterwise computation computer consistent covariate cron data decisions dempster dependent desarbo duda econometrica editors error essonne estimation evaluating event evry experts fraley from function gaussian general generalisation generalised hagenaars hart heckman hennig herbrich heterogeneity hierarchical hinton history icml identi importance improving incomplete inference input institute interscience jacobs jordan journal keribin kernel laboratoire laird latent learning likelihood linear local machine many massachusetts maximum mccutcheon method methodology mixture mixtures model models muller multiple networks neural nowlan objectives order oxford parametric pattern planning predictive press probabilite proceedings raftery recognition references regression regressions reinforcement report rice royal rubin sample sampling selection shelton shift shimodaira society speci statistical statistics stolovitzky stork sugiyama sung technical technology thesis under universite university unobserved vermunt wedel weighting which wiley with zadrozny http://books.nips.cc/papers/files/nips19/NIPS2006_0698.pdf 60 No-regret Algorithms for Online Convex Programs aaai adam adaptive advances adversary algorithm algorithms analogue analysis andreu application approximate approximation ascent avrim based bayes behaviour best bianchi blackwell blum boosting brendan cald california cambridge carnegie cesa cient colell colt computation conference contributions controlled convex correlated cost cruz david decision dresher duality econometrica economic editors eiji equilibria equilibrium eurocolt extensive fenchel freund functions gabor game games generalization generalized geoffrey geometric gordon gradient hannan hart helmbold hofmann information institute international james jersey journal kalai kernels koller leading learning line littlestone lugosi machine majority manfred markov martin massachusetts mathematics mcmahan meggido mellon minimax multiplicative nearly neural nick nicolo nitesimal online optimization paci pages path payoffs person planning platt play potential predicting prediction presence press princeton problems procedure proceedings processes processing programming pruning references regret repeated report risk robert rockafellar santa santosh schapire scholkopf sergiu shai shalev shwartz simple singer solutions springer stengel structured systems takimoto technical technology theorem theoretic theory thesis tree tucker twentieth tyrell ucsc university updates vector vempala verlag volume warmuth weighted well wolfe yoav yoram zinkevich http://books.nips.cc/papers/files/nips19/NIPS2006_0343.pdf 112 Emergence of conjunctive visual features by quadratic independent component analysis accepted algorithms analysis angles area bartsch based basis berkes cells coding compared comparison complex component computation contour cortex decomposition dimensionality elds embedded emergence employed essen evaluation fast feature features field forms fundamentals hashimoto hateren hegde hoyer hyvarinen ieee ieice image images independent inhomogeneous interpretation into intrisic invariant journal karhunen komatsu krieger local lond lters macaque models monkeys nakamura natural network networks neural neurocomputing neuroscience nonlinear obermayer olshausen operators order overcomplete perception phase point primary primate proc processing quadratic receptive references representation research robust schaaf second selectivity shapes shift simple simplecell sparse statistics stimuli strategy subspaces systems theis tolhurst trans transactions vision visual watters wiley willmore wiskott with within zetzsche http://books.nips.cc/papers/files/nips19/NIPS2006_0897.pdf 67 Graph-Based Visual Saliency accepts accomplished acknowledge acknowledgments activates activation added algorithm allocation along also america among analysis application arguments arxiv assigned associated attention attentional attracts authors baddeley baldi based bayesian before better between biologically boccignone both bottom braun brockmann bruce case chains compared competition complex computation computations compute computed computing concentrate conditions consistency constrained contrast contribute correlates corresponds costa covert cvpr darpa data deployment differences different dimension discrimination distance distances distribution does domains each early effects einh equilibrium established express extensible extension extent favorably features ferraro form found from function gaze gbvs gbvsm geisel generous gilchrist given graph gratitude hardware have highest hoffmann human icann ideas ieee ights images implementation improves information itti journal koch kruse levy little locations luminance machine malik maps markov mass maximization mean mechanism mechanisms method model modeling modelling models modulation monkey multiresolution multiresolutions must natural nature networks neurosci neuroscience niebur nips nition nodes novel object offering optical order organization ours over overt pairwise parallel parkhurst particular pattern penalty performance performed perona physica plausible point points power preattentive preprint presented psychophysics quantitative random rapid recognition references remarkable reproduced research resolution role rutishauser salience saliency scale scanpaths scene search selection sets seven shift shifts shows sincere society spatial steps study subjects suggest support surprise take taken tatler texture that their them theory therefore this time transactions trivially tsotsos under underlying useful user uses vision visual walk walks walther whereby which winner with wolfgang xation http://books.nips.cc/papers/files/nips19/NIPS2006_0315.pdf 8 Active learning for misspecified generalized linear models academic active aistats akaike algorithm analysis applications asymptotic bach based bengio bounds boyd cambridge cation chang chapelle chapman chaudhuri cient classi coarse cohn combining complexity computation cont convex covariate cristianini dasgupta data designing discovery diss drug ecole econometrica elds entropy error estimation estimator experiments fedorov fine fukumizu function functions gaussian generalized ghahramani grandvalet hall harmonic icml identi ieee image improving inference information inst intel jordan kanamori kernel koller lafferty learn learning lemmen liao likelihood linear logistic look mach machine mackay math mathieson maximum mccallum mccullagh methods mines minimization misspeci model models multilayer multimedia mykland nelder neural nips nonlinear objective oles optimal optimization paris parzen pattern penn perceptrons plan predictive press probability problems proc process rank ratsch reduction references regression report representations retrieval sample sampling schein scheinberg selection semi shawe shift shimodaira stat statistical statistics supervised support taylor technical text theory through tong toward training trans under univ unlabeled using vaart value vandenberghe vector warmuth weighted weighting white window with zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0891.pdf 65 Training Conditional Random Fields for Maximum Labelwise Accuracy acids agreement alignment alternate altun analytic anatomical based batzoglou bioinformatics brudno conditional consistencybased consortium contrafold data discriminative elds emnlp error evaluation expected flybase function functions genome grumbling guestrin hofmann icml images interdependent investigating isozaki jansche joachims johnson kakade klein koller label labeling lafferty learning liang logistic loss machine machines mahabhashyam margin markov markovian maximum mccallum mcdermott measure measures methods minimum models multiple multivariate naacl networks nips nocedal nucleic numerical objective optimization output pereira physics platt prediction probabilistic probcons queries random rate references regression research roweis secondary segmenting sequence sequences spaces sparseness speed springer statistical strelets structure structured support suzuki taskar theory training translation tsochantaridis using vapnik vector wiley with without woods wright http://books.nips.cc/papers/files/nips19/NIPS2006_0857.pdf 152 Theory and Dynamics of Perceptual Bistability adams adaptation aldous alternation ambiguous america annual applications applied approximations april assumption bayesian berg bialek bistable brascamp brouwer change changing channel character characteristics clumping cognitive control cortex cube deweese distributions dynamics effects einhauser evidence expectations failure fatigue forms framework freeman further generic goutcher grunau gure gures heuristic hierarchical holden human inference intentional interaction journal kersten konig leopold letters local logothetis long mamassian martin math mechanisms mitchener modeling models mondin multistable mumford nature necker neuroscience noise object optical optimal optimization organization perception perceptual perspective pestman phenomena physics poisson position prime prior probability processing psychology psychophysics random rates reed references related reversal reversible review rivalry rock ross sciences scopic selective signals simoncelli slant society speed springer stability stereo stereoscopic stocker subjects switches switching temporal that time toppino trends uninformed various verlag viewpoint views vision visual wiggin with york yuille http://books.nips.cc/papers/files/nips19/NIPS2006_0791.pdf 174 Large Margin Component Analysis adaptive advances analysis application becker blitzer bottou cambridge cation chopra classes classi clustering collaborative collapsing components computer conference decomposition dietterich discriminant discriminatively distance dover editors eugenics face factorization fast fisher ghahramani globerson goldberger gordon hadsell hastie hinton icml ieee information intelligence international jordan large learning lecun machine margin matrix maximum measurements methods metric mordecai multiple nearest neighbor neighbourhood neural nonlinear pami pattern pereira platt prediction press problems proc proceedings processing programming publishing recognition references rennie roweis russell salakhutdinov saul scholkopf side similarity srebro support systems taxonomic tibshirani transactions vector veri vision weinberger weiss with xing http://books.nips.cc/papers/files/nips19/NIPS2006_0098.pdf 182 Temporal Coding using the Response Properties of Spiking Neurons advances analysis backprogation bandpass bell bohte bounds cambridge cance cient circuits coding component components computation computational curves dayan elds ermentrout error estimation field galan gerstner hippocampal images independent information international journal kistler kwag layer learning lengyel letters localized lower maass matching maximising membranes modeling models multi natural nature neocortical network networks neural neurocomputing neuron neurons neuroscience nonlinear olshausen oriented pages parra paulsen phase physical plasticity populations poutre power predictive press principal processing produces prop real recall receptive recurrent references resetting response review rule sejnowski sensitivity sequence signi single sparse spike spiking storage subspaces synchrony systems timingdependent type university urban volume http://books.nips.cc/papers/files/nips19/NIPS2006_0157.pdf 115 Attribute-efficient learning of decision lists and linear threshold functions under unconcentrated distributions abound adaboost adaptive agnostic algorithm algorithms analyse angluin annual application approximator arti attribute attributes available avrim barzdin biological blum boolean boosting bounded bshouty cambridge cial cient circuits colt complexity computational computer computing concept conference core craven cybernetics decision depth distributions dmitry doklady domingo elements england every examples features focs fonctionelle foundations franklin freivald freund function functions gavinsky general generalization geometry hajnal hampson hard hellerstein html http impagliazzo institute intelligence introduction irrelevant jackson journal klivans langley learning like limit line linear lists littlestone maass machine madaboost majority malicious many mathematics maurey minsky mitchell modi muroga neurons nevo nips nite nitely noise online optimal optimally oxford pages papers papert parities perceptron perceptrons petrov pisier poly prediction preliminary presence press probability problems proc proceedings projection publi publications pubs pudlak queries quickly recursive references relevant remarques research resultat rivest schapire science sciences search second selection servedio sets sixth smooth somewhat soviet space sparse structure switching symposium system szegedy takasu theorems theoretic theoretical theory thirteenth thirty threshold toda toward training turan twelfth twenty using valiant version views volper watanabe weight when winnow with yaniv http://books.nips.cc/papers/files/nips19/NIPS2006_0046.pdf 39 Learning from Multiple Sources about accuracy accurate actually algorithm algorithms appendix applications apply approaches assume auxiliary bartlett based baxter berkeley better bound bounds california cannot cation censor choose cient classi colt comparison complexities complexity computation computed concepts contrast convergence costs crammer data david decision decisions department dependent dietterich distribution doing each empirical examining expected exploiting exponential families free from functions gaussian generalizations graphical haussler icml ieee improving independent inference info information input internal into involve jcss jordan journal kearns know koltchinskii learning least loss machine measures mendelson minimization model models more multi multii multiple neural nips number obtain once only optimization optimized other oxford parallel particular penalties performed piles possible press principle probabilistic probability proof quality rademacher references relatedness report representations research results risk running schapire since sketch source sources standard statistical statistics structural such task technical techniques term that theorem theorems theoretic theory thus training trans university using vapnik variable variational wainwright while wiley with without wortman yield york zenios http://books.nips.cc/papers/files/nips19/NIPS2006_0258.pdf 37 On Transductive Regression adaptive adrian alex algorithms annual application arti artif ayhan bartlett based bayesian belkin bennett berlin bernard bernhard bratko cambridge cation chapelle chicago christopher cial classi clustering compression conference corduneanu corinna cortes courant cristianini curves dale data datasets demiriz dengyong dependences derbeko directed dzeroski editors empirical estimating estimation examples explicit finnegan framework francisco from functions geometric gert ghahramani ghaoui graepel graph herbrich html http huang icml inference information institute intell intelligence international interscience issn ivan jaakkola jair jason jiayuan joachims john jordan kandola kaufmann kernel kernels klaus kristin labeled lafferty lanckriet laurent learn learning liacc ltorgo mach machine machines manifold mathematical matrix meek mehryar meir methods metric michael mikhail model mohri morgan nello nineteenth nips nite niyogi nonparametric november obermayer olivier pages partha peter philip press proceedings programming publishers raedt ralf references regression regularization report rulff saso scholkopf schuurmans sciences selection semi semide sindhwani smola southey springer statistical supervised support technical text theory thore thorsten tommi torgo transduction transductive transforms uffe uncertainty university unlabeled using values vapnik vector vikas vladimir weston wiley with wrobel xiaojin yaniv york zhou zoubin http://books.nips.cc/papers/files/nips19/NIPS2006_0454.pdf 199 Simplifying Mixture Models through Function Approximation academic advances algorithm algorithms american analysis annals annual application applications approach approximate approximation arya association available based bayesian bengio boston center cient cluster clustering comaniciu compression computational computer computing conference davis density describing developments dirichlet estimation fall fast feature feder freeman from fukunaga function geometric geometry gersho goldberger gradient gray greene hierarchical hostetler http ieee image implementation incremental information intelligence international izenman journal kanungo kernel kluwer kmeans library ltering machine manifold mathematical mean meer mixture mode model moore mount multiresolution nearest neighbor netanyahu neural nonparametric object optimal pages parzen pattern piatko picard popat press probability proceedings processes processing quantization recent recognition references robust roweis scenes searching second shift signal silverman space statistical statistics sudderth symposium systems texture theory torralba toward tracking transactions transformed trees using vector very vincent vision visual willsky windows with workshop http://books.nips.cc/papers/files/nips19/NIPS2006_0514.pdf 130 Temporal dynamics of information content carried by neurons in the primary visual cortex activity assessment based chalupa chaotic code communication computation computing correlation cortex cross delays detected detection dicarlo doing editors energy fast feedback field framework from haas harnessing havenith hemmen hung identity inferior jager jones kreiman large maass macaque markram methods natschlager near networks neural neuron neuronal neurosci neuroscience neurosciences nikolic nition nonlinearity object olshausen other oxford pages perturbations poggio predicting press problems processing readout real references relations saving schneider science sejnowski sillito singer spatio spiking stable states structure synchrony systems temporal time univ versatile visual werner what wireless without zero http://books.nips.cc/papers/files/nips19/NIPS2006_0158.pdf 33 Implicit Surfaces with Globally Regularised and Compactly Supported Basis Functions alex alexa alexander algorithm analysis annual applications applied approach approximate april august basis beatson belyaev bernhard biological brien bryan candela carr chapelle chen cherrie choose christian colt comp compact compactly computational computer conf conference constructive covariance cybernetics data david department duchon eigenvalue empirical eurocolt evans fast franz fright from functions gaussian gehler generalized germany globally graphics greengard greg hans herbrich ieee implicit implicits independently inference institute international interpolating interpolation intl invariant james journal july kimeldorf lauterborn learning level london machine marc mathematical mathematics mccallum merkwirth minimizing mitchell modeling modelling models morse multi nearest neighbor nonlinear norms objects observational ohtake olivier pages parlitz particle partition penny peter philadelphia phys planck practice press problem proc proceedings process processes processing quionero radial ralf rasmussen reconstruction references regression regularised report representation representer research results rheingans rokhlin rotation scale scattered scholkopf searching seidel semi series several shape siam siggraph signal simulations smola sobolev society some spaces sparse spline splines springer subramanian support supported surface surfaces tbingen tchebychef technical terry theorem theory transactions transformation turk unifying unity using variables variational verlag view wahba walder washington with workshop yutaka http://books.nips.cc/papers/files/nips19/NIPS2006_0225.pdf 81 A Humanlike Predictor of Facial Attractiveness ablex advances alice alley andersson anthropological anthropology asymmetry attractive attractiveness attrativness austria average averaged averageness averages barbee bartlett basis beauty beholder bernhard between biology blanz bloom boltzmann britain burt casey changes chen cognition cognitive color comparative composite computation computing consistency cross cultural culture cunningham cyclic dallas danner databases defining developmental differences dimensions dror druen eisenthal ethology even evolution evolutionary face faces facial female fink flowers franklin from galton gangsted german grammer great hemispheric homo hormonal human hundred ideas image individual infant influence institute intersection ireland jenkins johnston journal judgments kindly langlois ledg letting little ller ludwig machine makes male multiple nature neural neuropsychologia only ours oxford penton perceived perception perrett personality philhower physical portraits possible preferences press price princeton prof psychological psychology references relation relationship rhodes rieser ritter roberts roggman role rubenstein rudiments ruppin same sapiens science sciences selection self sexual shape skin smiles social sociobiology specialization stability stereotype surface swaddle symmetry texas texture textures thank their thornhill toole trends university urban variability very vetter vienna vision visual voak ways westport what when wherefores whole yoshikawa zaidel zebrowitz http://books.nips.cc/papers/files/nips19/NIPS2006_0293.pdf 79 Kernel Maximum Entropy Data Transformation and an Enhanced Spectral Clustering Algorithm adaboost advances akademiai alfred algorithm analysis angle annals appear based between budapest cambridge canada chapman clustering component computation conference cost cristianini data density dimensionality distance eigenvalue eltoft embedding entropy equivalences erdogmus estimation feature figure framework function geometric girolami global hall information international jenssen joint jordan journal july kernel kiado kpca langford laplacian learning linear locally london machine margins mathematical measures methods mode muller networks neural nonlinear onoda orthogonal papers parzen pattern performance press principe probability problem proceedings processing raetsch reduction references renyi results roweis saul scholkopf science selected series shawe signal silva silverman smola soft some space spectral statistics systems taylor tenenbaum theoretic theoretical university vancouver vlsi weiss http://books.nips.cc/papers/files/nips19/NIPS2006_0656.pdf 31 Context dependent amplification of both rate and event-correlation in a VLSI network of spiking neurons abbott abrahamsen academic academy access acosta active activity address advances amari ampli analog andreagiovanni andreou annual application april arbib architectures attention badoni barranco based becker binzegger biological biosciences blocks blum boahen building california cambridge cation central channels chapter chicca chip circuit circuits civit coded command communication comparative competition computational conference congress connected cooperation correlated cortex cortical culurciello cybernetics dante dayan delbruck depth design deyong didday digital domain douglas dynamic dynamics editor editors elds electronic electronics element engineering erlhagen event exist fabrication feature fields findley formation frie frog fusi giudice gomez gotarredona graw guez hahnloser hansel hill hybrid hylander icecs ieee iger implementaion indiveri information infrastructure inhibition inputs inspired institute integrate intelligence international jessell jimenez journal kandel kilmer kolle kramer lande lateral layer level lichtsteiner linares local long machine mahowald martin massachusetts mathematical mcculloch meador mechanisms memory methods metzler midwest model modeling moreno movement multi murer national nature neocortex nets network networks neural neuromorphic neuronal neurons neuroscience obermayer optic orientation oster pages papers pasadena pattern perception plastic preparation press primary principles proc proceedings processing psychological pulse quantitative random recurrent references regular retina retinomorphic reverse review reviews riis rodr salina salinas sarpeshkar schoner schwartz science sciences sejnowski selection selective selectivity september serrano seung somplinsky sompolinsky spiking stereograms studies study surfaces symposium synapses system systems take technology tectum term test theoretical theory thesis thrun time topologies transactions tuning type using vertebrate vicente vision visual visuomotor vlsi volume whatley winner with world yishai zahnd http://books.nips.cc/papers/files/nips19/NIPS2006_0809.pdf 153 Fast Iterative Kernel PCA adaptation adaptive advances algorithm analysis annals appendix applied approximation axiomatic backpropagation becker boser cambridge chang chen clustering clusterings code cohn comparing component computation conf conference curvature darken denker descent dietterich editors eigenvalue fast faster feature feedforward franz ghahramani gradient greedy handwritten hanson henderson hilbert howard hubbard human icml ieee image information intelligence international intl iterative jackel jordan journal kaufmann kearns kernel kernels layer learning lecun lena linear lippmann ltering machine mathematical matrix meila method mika modeling monro moody morgan motion muller munson network networks neural noising nonlinear note optimal order pages pattern press principal problem proc proceedings processing products publishers ratsch recognition references reproducing research robbins sanger scholkopf scholz schraudolph search second single size smola solla space spaces spectral statistics step stochastic suter systems tangkuampien towards trans transaction transactions unsupervised vector view vishwanathan weiss with york http://books.nips.cc/papers/files/nips19/NIPS2006_0839.pdf 183 High-Dimensional Graphical Model Selection Using 1-Regularized Logistic Regression acad accepted annals approximating arti bayesian berkeley bounded buhlmann causation chickering chow cial communication complete computing conference constrained control convergence convex dasgupta department dependence dimensional discrete distributions donoho elad feature glymour graphs high identifying ieee info intel intelligence international invariance journal just lasso learning lerton ligence likelihood machine march markov maximal maximum meinshausen methods minimization model natl networks noisy october pages pollard polytrees prediction press probability proc proceedings processes programming programs quadratic recovery references regularization relax report representation research rotational scheines search selection sharp signals sparse sparsity spirtes springer srebro statistics stochastic technical theory thresholds trans tree trees tropp uncertainty using variable verlag wainwright width with york zhao http://books.nips.cc/papers/files/nips19/NIPS2006_0248.pdf 95 Accelerated Variational Dirichlet Process Mixtures accelerated aldous allocation analysis antoniak applications approximate associative based bayesian bentley binary blei clustering commun computer constructive dasgupta data dirichlet discovery ecole exact exchangeability fast ferguson flour foundations gaussian gaussians ieee inference ishwaran jordan journal knowledge large latent learning machine mining mixture mixtures model moore multidimensional multiresolution nips nite nition nonparametric nunnink press priors probabilite problems process processes rasmussen references related representations research saint science search searching sethuraman sets sinica some statist symp topics trees used using variational verbeek very vlassis with xiii zarepour http://books.nips.cc/papers/files/nips19/NIPS2006_0198.pdf 178 A Complexity-Distortion Approach to Joint Pattern Alignment acoustics ahammad alignment analizing analysis bishop bottleneck branson buhmann cation chou classi clustering complexity component computations constrained continuous costs cover cvpr data dimensionality discs driven drosophila duda editor elements entropy expression frey gene golub gray hammonds harmon hart hopkins ieee image imaginal inerscience information invariant johns joint jojic journal kuhnel learned lecture loan lookabaugh matrix method miller models nonparametric pami pattern patterns press principal probabilistic proc processing quantization reduction references royal rubin sastry series signal slides society spatial speech statistical stork theory thomson through tipping trans transformation university using vector volume wiley with http://books.nips.cc/papers/files/nips19/NIPS2006_0558.pdf 113 Bayesian Detection of Infrequent Differences in Sets of Time Series with Shared Structure advances algorithm alignment analyzing annals anomaly approach array background boelens chan chiba chromatography clustering continuous correction curve data detection dijkstra diode dynamic eilers elastic emili expression ferrell fitzpatrick gaffney gene gerber gifford http icdm information infrared jaakkola joint joseph journal keogh lakaemper latecki liquid listgarten mahoney matching megalooikonomou method modeling multiple nasa neal neural pages partial probabilistic processing programming raman ramsay ratanamahatana readings recognition recomb references registration roweis royal sakoe sampling santuro series shuttle simon slice smyth society spectroscopic speech spoken statistical statistics systems time valve wang westerhuis with word http://books.nips.cc/papers/files/nips19/NIPS2006_0417.pdf 7 Efficient Methods for Privacy Preserving Face Detection active additive advances algorithms allerton anomaly applications applied avidan baram basic bayesian bialek blind boosted boosting bottleneck butman cambridge cascade category cation chicago choice classi coference communication comp completeness computataion computation computations computer computing conference crypto cryptography cvpr data detection discovery distributed elisseeff european feature features foundations friedman game goldreich guyon hastie heterogeneous honest ieee information international introduction john jones journal knowledge koller learning lindell logistic machine majority march mental method micali mining moore network neural object online pages pattern pelleg pereira pinkas play preserving press privacy proc proceeding proceedings processing protocols rapid rare recognition references regression research schneier science secure selection sigkdd simple sons statistical structure support symp symposium systems tenth text theorem theory tibshirani tishby tong tools university using variable vector view viola vision volume wigderson wiley with wright yang yaniv york http://books.nips.cc/papers/files/nips19/NIPS2006_0143.pdf 156 Large Margin Hidden Markov Models for Automatic Speech Recognition aaai acoustic acoustics advances algorithms altun analsysis application applications arti athena baumann bertsekas bottou boyd bridge brunot cation cial classi communication comparison computational computer conditional conf conference continuous corpus cortes darpa data database decision denker design development digit discriminative drucker edition editor editors elds error estimation european eurospeech fawcett fogelman formulation france francisco functions gallinari gaussian gopalakrishnan guestrin guyon handwritten hawaii hidden hmms hofmann icassp icml ieee independent inequality info information international jackel jiang juang kanevsky kapadia kassel katagiri kaufmann koller labeling lafferty lamel language large learning lecun likelihood lisbon machine machines march margin markov maximum mccallum mcdermott methods minimum minneapolis mishra mixture modeling modelling models morgan muller nadas nahamoo nets networks neural nineth nips nite nonlinear optimization other pages pattern pennsylvania pereira philadelphia phone phoneme phonetic ponting portgual povey press probabilisitc probability problem problems proc proceedings processing programming random rational recognition recurrent references review robinson roux sackinger saul scale scholkopf scienti segmenting semide seneff sequence siam signal simard some speaker speech springer statistical support systems taskar technology theoretic theory thesis thrun timit toulouse training trans transactions tsochantaridis twentieth unconditional university using valtchev vandenberghe vapnik vector versus vocabulary volume washington wiley with woodland workshop young http://books.nips.cc/papers/files/nips19/NIPS2006_0263.pdf 114 Analysis of Contour Motions about adelson advances algorithms anal application approach area arti belonging between black both boundaries boundary brightness cambridge camera canny cial circuitry closed color column columns combines completion computational computer conditional conference connected contour contours cost cues depth design detect detection determing dots each edge edgelets effect elds ends estimated examples experimental exploiting extracted features feris figure fleet form fowlkes fragment fragments frame frames framework freeman from functions generated geometry globally good graph green grouped horn ieee illusory image images imaging inference information intel intelligence international interpretation into invariant iterative joint journal junctions kanade labeling learning linked local locally logic lters lucas mach mackay mahamud malik martin mcdermott media model motion multi multiple natural network neural neuroscience nowlan occluding ones optical organized pages parameter pattern perception perceptually photorealistic press primates probabilistic proceedings processing psychophysics random raskar real recognition references registration rendering report results saliency salient same saund scale schunck second segmentaiton segmentation sejnowski selection settings shahua shown siggraph some static steerable stereo structural structures stylized synthetic systems technical technique texture that theory thinline thornber tomasi track tracker tracking trans turk ullman university used using vectors vision visual weiss were williams with http://books.nips.cc/papers/files/nips19/NIPS2006_0494.pdf 55 A PAC-Bayes Risk Bound for General Loss Functions advances algorithms annals application bagging bartlett bayes bayesian becker boosting bosting bounds breiman cambridge cation classi compressed computer conference david decision dence editors effectiveness explanation francois freund gaussian generalization gibbs icml improved information international john journal langford laviolette learning line machine marchand margin margins mario matthias mcallester methods model neural obermayer pages peter practical prediction predictions predictors press proceedings processes processing rated references research risk robert sample schapire sciences seeger selection shawe singer some statistics stochastic system systems taylor theorems theoretic theory thrun tutorial using voting yoav yoram http://books.nips.cc/papers/files/nips19/NIPS2006_0219.pdf 72 Geometric entropy minimization (GEM) for anomaly detection and localization abrupt academic advances algorithms annual anomaly applications approach approximations april arlington asymptotic basseville berlin changes cient class classical cliffs comparative conference data decision detection discrete eecs englewood entropic ertoz euclidean ferguson from ghaoui gorman graphs greedy hall hero html ieee imag inform information intrusion jordan journal kumar lanckriet large lazarevic learning lecture machine magazine marathe mathematical mathematics method michel minimal minimum mining network neural nikiforov nips notes novelty nowak optimization orlando outliers ozgur platt point prentice press probability proc proceedings processing ramaswamy random rastogi ravi references research robust rosenkrantz schemes scholkopf scott sept sets shawe shim short siam sigmod signal single small smola spanning springer srivastava statistics study support symposium systems taylor theoretic theory trans trees umich vector verlag volume williamson with yukich http://books.nips.cc/papers/files/nips19/NIPS2006_0909.pdf 82 Clustering appearance and shape by learning jigsaws analysis appearance approximate based black blake bmvc borenstein bottom boykov carmichael categorization class combining computer conf consistent crandall cuts cvpr digital down eccv efros energy epitomic experts fast felzenszwalb fergus fields framework freeman frey graph graphics huttenlocher iccv ieee ijcv image interleaved invariant jojic june kannan kolmogorov kumar layout learning leibe level minimization models object objects occluded organization pages pami part partially pasztor pattern perceptual perona priors proc proceedings quilting random recognition recognizing references roth rother scale schiele segmentation segmenting shape sharon shotton siggraph spatial speci statistical synthesis tapestry texture transactions transfer ullman unsupervised using veksler vision volume winn workshop zabih zisserman http://books.nips.cc/papers/files/nips19/NIPS2006_0804.pdf 142 Efficient Learning of Sparse Representations with an Energy-Based Model academic advances algorithm alspector analysis anti applied autoencoders balcan based basis belief bengio berkeley best biological biology bottou cell channels codes coding complex computation contrastive convolutional cortical cost cowan current cybernetics database dataset deep description digits divergence document elds employed energy exdb experts factorization fast field foldiak forming free from gradient grouping haffner handwritten hebbian helmholtz hinton hoyer http hyvarinen icdar ieee images information journal kaufmann layer learning learns lecun length lennie lewicki local machine mateo matrix minimizing minimum mnist model modeling models morgan natural nature negative nets networks neural noisy objects olshausen osindero over overcomplete parts photographic platt practices press proceedings processing products projects receptive recognition references representations research robust segbench segmentation seung simard simoncelli simple sparse spikes statistical steinkraus strategy systems tesauro theoretical topography training vision welling with yann zemel http://books.nips.cc/papers/files/nips19/NIPS2006_0737.pdf 135 Game theoretic algorithms for Protein-DNA binding acids ackers adam alexander algorithm analysis aparicio arkin arrow arti assessed august bacteriophage bell berg bifurcation binding bing biochemistry biology biotechnology blackwell botstein bounds breva case cases cell cells chen christopher cial cold coli competitive computational computer condition control converge convergence csail data debreu december developmental diffusion dimensional discovery driven econometrica economy edition elenita embo equilibria equilibrium escherichia existence expression ezra fraenkel franois friedman from function games gann gary gene geneexpression genes genetic genetics genome gerard gerber gifford gordon halford hannett harbor harley harleyh hippel hsiang identify identifying infected institute intelligence itamar jaakkola jennings john joseph journal julia july kanin kenneth kinetic koller laboratory lambda leave location luis madeline march mark marko massachusetts mcadams mechanisms might model models module modules molecular monotone multiple nancy nature neil networks nite november nucleic ortiz oscar otto pathway pathways perez peter phage physicalchemical pnas press protein proteins ptashne publications reach references regev regulation regulators regulatory report richard rinaldi robert ross schreiber science scienti segal separately shapira shea signals simon sites speci spring stanford stephen stochastic switch system szczelkun technical technology their theory thomas those three tommi translocation volkert wide will wilson winter wyrick yeang young zeitlinger http://books.nips.cc/papers/files/nips19/NIPS2006_0880.pdf 111 Ordinal Regression by Extended Binary Classification acknowledgments advances advantages algorithm algorithmic algorithms also amrit anonymous approach approaches arti available balcazar bartlett based becker binary blockeel boundaries bounds burges caltech cation chang chapter cial cjlin classi comments comparing conference constructed cost crammer csie decision demonstrated derive designing dietterich discussions distance division ecml edition empirically ensemble ensembles examples exibility existing explaining extended fellowship flach framework frank freund from furthermore gamberger garg generalization ghahramani graduate graepel hall herbrich hsuan http huang icml induction information intelligence international john keerthi kernel kernels langford large lavrac learning lecture levin library libsvm ling long machine machines margin matrix methods mostafa nature neural nite notes novel obermayer omnipress ordinal other pattern perceptron performance practice pranking pratap presented press principle problems proceedings processing quinlan raedt rajaram rank ranking reasonable reduction references regression reviewers schapire scholkopf schuurmans shashua shawe showed simple singer sisl smola software sort springer springerverlag state statistical stephan support supported svor systems taylor thank that theory three thresholded thrun tien todorovski towards trees used usefulness using validated valuable vapnik vector verlag wish with work wrobel yaser zhou http://books.nips.cc/papers/files/nips19/NIPS2006_0380.pdf 46 Optimal Single-Class Classification Strategies anomaly approaches arti austin based bishop breunig cation cial class classi comparative conference convergence david density detection distributions duin ertoz eurocolt framework generation ghaoui hodge hush identifying image intelligence intrusion jordan journal kriegel kumar lanckriet lazarevic learning levels lindenbaum local machine mapping markou methodologies network neural nips novelty object optimizing outlier outliers ozgur pages paradigm part proceedings processing references research review robert robust sander schemes scovel sigmod signal singh single srivastava statistical steinwart study survey teacher their uniform validation vision with without http://books.nips.cc/papers/files/nips19/NIPS2006_0247.pdf 138 Inferring Network Structure from Co-Occurrences about acapulco acknowledgments acoustics algorithm analysis application approach ascent august authors based bayesian being bioinformatics biological biology boyles brain caffo carlo casella cgraph cheng chialvo chickering classes clustering cognitive cohn collaborating combination combined complex complexity components computational concepts conference connectivity constrained convergence data described development directorate discovery dynamics experiment expression fast figueiredo figure foundation friedman from function geiger gene genomics grant grants graph heckerman hero herwig hilgetag ieee ijcai implementation inferred inferring intelligence internally international jank john jones kaiser khanna klipp knowledge koller kowald kubica larimore learning lehrach like link machine madison method methods mexico microarray mining monte moore national network networks nico nowak obtained occurrences october ordering organization paper part pathway pathways portuguese posc practice proc processing properties proteomics providing queries rabbat references report reported robert royal sapk schneider science section sensed signal society sons speech sporns springer statistical statistics structure supplement supported swaroop systems technical technology telephone text thank then this tomography tononi topology transduction treichler trends understanding university using verlag wierling wiley wisconsin wood work workshop would york zhao http://books.nips.cc/papers/files/nips19/NIPS2006_0700.pdf 20 Detecting Humans via Their Pose academy action agarwal allocation analysis appearance assembling attractive automatic belief black blei bmvc body buntine canny categories cation cient classi coding collections combining component cvpr dalal darrel data dataset detecting detection discovering discovery discrete documents drichlet eccv efros estimation factor factorization fast features felzenszwalb fergus finding freeman from gavrila google gradients grif gross gurations hashing hiit histograms human huttenlocher hyperfeatures iccv image inferring invariant isard jakulin jones jordan journal labeled latent learning limbed local loose lowe machine malik matching matrix mccallum mitchell model models mori motion multilevel national nature negative niebles nigam nips object objects oriented pages parameter parametric parse parts patterns pedestrians people perona philomin pictorial pictures pose principal proc propagation real recognition recovering references regression relevance report research ronfard rosales russell scale schmid science scienti sclaroff search segmentation sensitive seung shakhnarovich sigal sigelman sigir silhouettes sivic smart snow spatialtemporal steyvers structures technical text thurn time topics toward tracking triggs unlabeled unsupervised using vector vehicles viola visual wang weber welling with without words zisserman http://books.nips.cc/papers/files/nips19/NIPS2006_0746.pdf 88 An Information Theoretic Framework for Eukaryotic Gradient Sensing acad acetylcholine activated advances albert analysis approximation bartol beltukov berg beta bialek binless biochemical biology biophys biophysical biosci blacklock boca bodekera bodenschatz brenda cambridge carl carlo carole carsten cell cells chamber channel chapter chemical chemoattractant chemoreception chemotactic chemotaxis comparison computation computational conditions cover current data devreotes dictyostelium differential diffusion directed direction directional discoideum discriminability douglas dual during dynamics eberhard edge edgeworth editors edward elements endplate england entropy eric establishing estimation eukaryotic euro events experimentalists february fisher franck froehlich from gerisch gradient gradients hampton helden hendrik herbert howard hulle ideal image imaging improved information inputs interactions ionotropic jiao john jonathan journal july jupp kanti kozachenko kristan lauren leading leonenko less levine ligand limited limits live loling loomis marc march mardia martin math mcell meier merkl methods microphysiology microseconds miniature modeled modeling molecular molecule monte motility motion multistep multivariate murphy nadkarnia natl nelson neural neuroscience noisy nonequilibrium novel observer october pages parent park passive peredachi peter physical physics pnas press probl proc processing protein providing purcell qazi quantifying quantitative rappel raton realistic receptor receptors recordings references relay reveals review rise sako salpeter saul schellersheim scholkopf science sensing setayeshgar sharvari signal signaling sima simulation single song sons spatiotemporal spencer stationary statistics stiles stimulus strategies sussex synaptic system systems tanaka than theory thomas thomson threshold thrun tian times transm trimmer ueda using vesicle victor wendy west wiley william with wouter xuanmao xuehua yanagida york zurkus http://books.nips.cc/papers/files/nips19/NIPS2006_0615.pdf 64 Learning Nonparametric Models for Probabilistic Imitation abbeel advances algorithm algorithms anal apprenticeship approaches architecture atkeson automation autonomous belief billard biological biologically cambridge carreira cation chalodhorn cient classi computation computational conf conference connectionist control controller correctness cvpr demiris demonstration design developmental distributions dynamic dynamical editors elements evaluation exploration extracting factor formation freeman frey from gaussian graphical graphs grimes hayes human humanoid ieee ihler ijspeert imitation inference informatics information inoue inspired intell intelligent international inverse iterative kaufmann kernels knowledge kschischang kuniyoshi learning linear local loeliger loops mach machine mataric meltzoff mixture mixtures mode models morgan motor movement movements multiscale nakanishi nding networks neural nonlinear nonparametric observation pages pattern pearl performance perpinan plausible press probabilistic probability proc proceedings processing product products propagation quadratic reasoning references regression regulator reinforcement reusable rice robot robotics robots russell sampling saul schaal scholkopf science scott sudderth sung systems szewczyk task technometrics theory thesis through thrun todorov trajectory trans transaction transactions twenty university using visual volume watching weiss willsky with http://books.nips.cc/papers/files/nips19/NIPS2006_0133.pdf 180 Comparative Gene Prediction using Conditional Random Fields aaai aaron adam alberto alex algorithm alignment allen altun amherst analysis andrew annotation annual apostolico appear applications approach april aron based basidiomycetous batzoglou begin beginning bioinformatics biol biology biosequence bound brejova brendan brent brona brown burge byrd cambridge cation charles chothia chuong cient classes cohen combining compact comprehensive comput computational computer computing concettina conditional conf conference conserved constrained contralign cryptococcus culotta daniel data david different discriminative doering duan durbin dynamic edinburgh editors elds empirical eula evidence evolution evolutionarily exonhunter exons extraction fernando flicek framework francisco functional functions fung gaze gene generalized generic genes genome genomic getoor gross guerra gurable hanna haussler hein hidden hofmann homologous homology howe human icml identi inference information integrating integration intelligent international into introduction introns investigating istrail jakob jennifer jigsaw john johnson jonathan jordan jorge jotun journal kaufmann kevin korf kulp label labeling lafferty language lawrence learning lecture limited lior lise lodge loftus loss machine mark markov massachusetts master mateo mcauliffe mccallum memory menlo methods michael ming model models molecular morgan multiple natural nding neoformans nocedal notes numerous optimally optimization pachter pages park parsing pathogen pavel pedersen peihuang pennsylvania pereira pevzner phylogenetic phylogeny predicting prediction press probabilistic proc proceedings processing programming protein rabiner randall random readings recognition recomb references relational report richard salzberg samuel sarawagi science scienti second segmenting selected semimarkov sequence sequences sera shallow siam siepel skou small sorin sources speech springer statistical steven stormo structure structures suppl sutton system systems tamara taskar technical tenney thesis thomas tomas training tutorial types university using utrs vaske veri vinar volume waibel wallach waterman with yasemin yeast http://books.nips.cc/papers/files/nips19/NIPS2006_0676.pdf 34 Relational Learning with Gaussian Processes abbeel advances algorithms appear approximate approximations arti background based basu bayesian belkin beyound bilenko bounds bousquet cardie carin cation chapelle cial class classi cloud cluster clustering conference conferences consistency consistent constrained data discovery discriminative dissertation distance doctoral edinburgh elds equivalence error expectation family figueiredo framework friedman from function functions gaussian generalisation getoor ghahramani global graph harmonic hartemink hertz hillel hyperparameter ieee inference information institute intelligence international jaakkola joint jordan journal kapoor keerthi kernel kernels knowledge koller krishnapuram lafferty lawrence learning link local machine massachusetts means mining minka models mooney neural nips niyogi opper partition picard point prediction press probabilisitic probabilistic proceedings process processes processing rasmussen references relational relations research rogers scholkopf schroedl seeger semi semisupervised shental sigkdd sindhwani sparse stochastic structure supervised systems taskar technology theory thesis trans transductive tresp twentieth uncertainty university upper using wagstaff wainwright weinshall weston williams willsky winther with zhou http://books.nips.cc/papers/files/nips19/NIPS2006_0849.pdf 101 Efficient Structure Learning of Markov Networks using L1-Regularization advances alan alexander algorithm algorithms american analysis applied approximate atomic august bach based bayesian belief bengio bfgs bottou bounds categorization cient ciently computer conditional conic consortium convergence cowell cycles daume david decomposable decomposition della descent deshpande dietterich document donoho duality editors effects elds emnlp empirical entropy erik errors estimation expansions expert exponential fast feature features fischer freeman function garofalakis gaussian general generalized generated genkin gibbs goodman gradient grafting graphical graphs haffner hapmap hastie higher hilbert ideal ieee ihler incremental inducing inference inferring information intelligence intelligent international john jonathan jordan junction kappen kaufmann kernel lacker lafferty lanckriet large lasso learn learning lecun leen leisink lewis likelihood logistic loopy lower mach machine machines madigan martijn martin maximum mccallum measures message michael minka model modeling models morgan multiple murphy nature networks neural nips norm north notes november optimization order pages pattern pearl perkins pietra pradeep press principles priors probabilistic proc proceedings processes processing project propagation propogation pseudo random ravikumar reasoning recognition references regression regularization regularized relaxed riezler robert rosset royal scale secaucus sekhar selection shrinkage space spiegelhalter springer statist stefan stepwise structure study sudderth support systems tatikonda text theiler thin thomas tibshirani todd transactions tree trees tresp uncertainty using vasserman vector verlag volker wainwright weiss william willsky with yair yedidia york http://books.nips.cc/papers/files/nips19/NIPS2006_0912.pdf 194 Optimal Change-Detection and Spiking Neurons abbott advances bayraktar boston brown chow computation conf conference control dayan decision deneve expectations gold great hodgkin houghton huxley ieee information marrocco math mcalonan neural neuron neuroscience optimal phillips physiology poor pouget press processing psychopharmacology references robb rules sahani shadlen shiryaev springer statisti stopping systems theoretical theory verlag wald witte wolfowitz york zemel http://books.nips.cc/papers/files/nips19/NIPS2006_0362.pdf 83 A Kernel Subspace Method by Stochastic Realization for Learning Nonlinear Dynamical Systems academic acknowledgments algorithm analysis application applications approach approximated arti automatic automatica bach based been biological boets canonical cation century cial closed communications comparative component computation control correlation covariance culture cybernetics develop dimensionality discrete dordrecht dynamic dynamical education effort empirical engineering equations established exogenous extend factorization fast feature frameworks francisco fukumizu future gaussian geometry germany ghahramani goethals graepel hammerstein hence high hilbert holden however idea identi ieee implementation independent innovation inputs institute intelligence international involved iterative jmlr jordan journal katayama kernel kernels kluwer krijgsman kuss learning least line linear loop machine machines manner mathematical mechanical method methods ministry models moonen moor more moreover mtns much needs netherlands networks neural nonlinear obtained optimization other overschee parameters part pelckmans performance picci planck possible present press procedures proceedings processes program proposed publishers random realistic realization reduction references reliable report reproducing research results review roweis rozanov scholkopf science should showed smola solutions space spaces sports springer squares state stationary stochastic subspace supervised support supported suykens symposium system systems technical technology theory this through time trans tubingen tuning unifying using vandenberghe vandewalle vector verbruggen verdult verhaegen verlag well wienerhopf will with work http://books.nips.cc/papers/files/nips19/NIPS2006_0752.pdf 75 Sparse Representation for Signal Classification accuracy aharon algorithm algorithms amari analysis annual appear applications applied approach approximation approximations architecture asilomar atomic available basis bayesian belhumeur bischof blind bootstrap bruckstein cartoon cation chen cichocki class classi codes combination combining component computation computational computer computers computing conference convex cross cvpr data database decomposition denoising designing dictionaries digit discriminative donoho drori duda eigenfaces eigenimages elad estimation fidler frequency function gilbert greedy handwritten harmonic hart hespanha homotopy html http icassp ideal ieee ijcai image information inpainting intelligence interscience issue journal kohavi kriegman krishnaprasad lars learned learning leonardis lewicki linear machine mallat martinez matalon matching methods minimization model morphological neural nips norm olshausen orthogonal overcomplete part pati pattern principles problems processing projection pursuit pursuits pyramid querre recognition reconstructive recursive redundant references regression relaxation relevance representation research rezaiifar robust roweis sallee saunders scienti selection separation sherfaces shrinkage siam signal signals simultaneous skocaj solution source sparse speci special starck stork strauss study subsampling subspace systems texture theory time tipping toronto trans transactions tropp uncertainty understanding using usps validation variational vector versus vision wavelet wiley wipf with zhang zibulevsky http://books.nips.cc/papers/files/nips19/NIPS2006_0348.pdf 200 Multi-Instance Multi-Label Learning with Application to Scene Classification advances arti axisparallel bags based becker berlin boostexter boosting boutell brown cambridge categorization cation chang chen cial classi clustering computer conference constructive department dietterich edgar editors engineering ensemble fractal frank geometry ghahramani goldman image improved information instance instances intelligence international journal knowledge label labeled labels lathrop learning lecture library libsvm logistic lozano machine machines madison maron measure multi multiple national natural neural notes obermayer pages pattern perez press problem problems proceedings processing ratan reasoning recognition rectangles references regions regression report research scene schapire science shen singer solving springer srikant support system systems taipei taiwan technical technique text thrun topology university vector wang with zhang zhou http://books.nips.cc/papers/files/nips19/NIPS2006_0684.pdf 188 Analysis of Empirical Bayesian Methods for Neuroelectromagnetic Source Localization adaptive advances algorithm arti ashburner automatic based bases basis bayesian bias bishop brain california canive cial classical clinical computation conf constraints correlations cotter current dale data delgado details determination diego doya dynamics electroencephalography electromagnetic empirical engan estimates estimation evance evoked experimental extended figueiredo findings focuss framework friston geodesic george goda gorodnitsky halgren hamalainen harrington hierarchical hinton huang human ieee imaging inference information intelligence interpolation inverse jeffreys kajihara kawato kiebel kreutz learning lewis linear localization lters machine machines mackay magnetoencephalographic makeig mapping maquet marqui mattout measurement methods minimum multiple multiscale nagarajan neal networks neural neuroelectromagnetic neuroimage neuroimaging neuromagnetic neurophysiology norm palmer pascual penny pharmacology phillips podgorny press prior problem problems proc processing reconstructing reconstruction recursive references relevance report research resolution rugg sahani sato sekihara selection sloreta solution solutions somersalo song source sources sparse sparseness spatial spontaneous springer standardized suppl systems technical temporal theory thesis tipping tomography toyama trans uncertainty under university unknown using uutela variational vector vectors verlag visualization weighted wipf with york yoshioka http://books.nips.cc/papers/files/nips19/NIPS2006_0693.pdf 168 Modeling Human Motion Using Binary Latent Variables algorithm annotations application applied arikan based belief bengio binary boltzmann bottou boulic brand brien character coded comp comput computer contrastive deep dimensional distributed distributions divergence document experts exponential face family fast forsyth forum freund from glardon gradient graph graphics grassia haffner harmoniums haussler hertzmann high hinton human ieee information inverse layer learning lecun level machines minimizing model motion multilevel nets networks neural nips nonlinear november optimization osindero parameterization physics popovic practical proc proceedings products pulli rate recognition references representations restricted retrieval rosen rotations sequences shum siggraph statistical style sutskever synthesis tech texture thalmann tools toronto training trans translation university unsupervised urtasun using utml vectors wang welling with http://books.nips.cc/papers/files/nips19/NIPS2006_0477.pdf 6 Logarithmic Online Regret Bounds for Undiscounted Reinforcement Learning aaai action acvw adaptive alexander algebra algorithm analysis apostolos appl armed auer bandit based bianchi bounds brafman burnetas carl cesa chain cient claude college colt complexity computer conditions decision dence discrete elimination embedded empirical eric estimation evaluation even experts exploitation exploration eyal fiechter finite fischer free general grace icml ictai ieee interval john kaelbling kakade katehakis kearns langford learn learning leslie lihong linear littman london mach mannor mansour markov martin math mean measured meyer michael model moshe multi near nicolas nicolo nips offs online oper optimal ortner pages passage paul peter policies polynomial press problem proc process processes programming puterman references regret reinforcement ronald ronen sample satinder sensitivity sham shie singh society stochastic stopping strehl systems tennenholtz theoretical thesis time times trade university using wiewiora wiley yishay http://books.nips.cc/papers/files/nips19/NIPS2006_0710.pdf 91 Gaussian and Wishart Hyp erkernels advances alexander alignment anal applic available bartlett becker between cambridge cheng conference cristianini dietterich discrete distribution editors elissee erty functions gaussian ghahramani ghaoui graphs html http hyperkernels icml inferring information input international jebara jordan journal kandola kernel kernels kimeldorf kondor lanckriet learning machine math matrix minka neural nineteenth nite obermayer other pages paper papers press proceedings processing programming references research results robert scholkopf semi sets shawe smola some soon spaces spline stat sumbitted systems target taylor tchebyche tenth thrun tutorial using usion vectors wahba williamson with http://books.nips.cc/papers/files/nips19/NIPS2006_0412.pdf 131 Blind source separation for over-determined delayed mixtures aalborg acad account acoust acoustics activation activity adaptive advances algorithm amari amsterdam anala analysis applications approach approaches artifacts ashtar assp asynchronous attribution avella based basic behaviors behaviour bell between birthday bizzi blind bodily body cation celik chichester cichocki cliffs cohen colored comon component computation conf contribution deconvolution delay delayed delays distribution distributions domain during edition elsevier emile emotion emotions englewood esprit estimation european everywhere expression factorization fast features five flandrin flow frames frequency from general gradient grady hamalainen hansen hari hlawatsch hojen human hyvarinen icassp identi ieee ijist image imaging implementation independent inference information interference international invariance issue ivanenko john journal jousmaki kailath known lacquaniti learning linear locomotion magnetoencephalographic martin masking matrix matz maximization mean mecklenbrauker meijer methods micropower miller mixtures motor movement muscle natl natural nature nearly negative neural neurocomputing nonverbal novel objects occasion parameters parts patterns pearlmutter physiol point poppele prenticehall proc processes processing psychology random recordings references related representations rickard rotational section sejnowski semester separation seung shared signal signals signature simultaneous social sorensen sound source sources spaces sparse spatial speci special speech springer statistical structure survey swindelhurst synergies systems techniques technology theory time torkkola trans transactions underdetermined university unknown using vlsi wallbott wigner wiley winther yeredor york ysis yylmaz http://books.nips.cc/papers/files/nips19/NIPS2006_0527.pdf 69 Manifold Denoising accepted adaptation aided amer anal anisotropic annual applications approach arxiv aspects assoc attractors audibert auer available belkin berlin between biologische bishop book bousquet cambridge chapelle colt comp computation computer conf consistency cont convergence curves dahmen darmstadt data design diffusion dimensionality editors eigenmaps fair framework from generative geometric geometrical global graph graphics graphs grassberger grigoryan hastie heat hein http ieee imaging intel interactive jmlr kernels keysers kyber lange langford laplacian laplacians learning local luxburg macherey machine manifolds mapping math mathematical measuring meir neighborhood netik neur neural nips niyogi nonlinear pages pattern physica point pointwise polthier press principal proc procaccia processing random recognition reduction references regularization relations representation saul scherzer scholkopf science semi sets siggraph signal silva smoothing springer stat statistical strange strangeness strong stuetzle supervised surface svensen syst tangent taubin techniques technische tenenbaum their theory thesis thrun topographic trans tuebingen universitat using vectors vision volume weak weickert weighted weston williams with zhou zien http://books.nips.cc/papers/files/nips19/NIPS2006_0743.pdf 179 Online Clustering of Moving Hyperplanes adaptive algebraic algorithms analysis analyzers anderson apperances applications arias bishop bitmead cation chiuso clustering component computation computer conditions conf conference constraints control convergence course decision doretto dynamic edelman excitation exponential first generalized geometry gpca harris hybrid identi ieee ikosut illumination intelligence international johnson jolliffe journal kokotovic kriegman machine mareels matrix mixtures models neural objects orthogonality pages pattern persistence praly press principal probabilistic recognition recursive references riedle sastry siam smith soatto springer stability stochastic switched systems textures tipping tracking trans under varying verlag vidal vision volume with yang york http://books.nips.cc/papers/files/nips19/NIPS2006_0444.pdf 175 Large-Scale Sparsified Manifold Regularization advances approximation arti august barbados based basis belkin bengio between beyond bonn burton cambridge chapelle cheung cial cient classi cloud column combining computation computer conference core data delalleau department desaulniers desrosiers editors equivalence examples fast first framework from function garcke gartner generation geometric germany girosi graph grids griebel harmonic icml induction information intelligence international january journal kwok labeled lafferty large lasso learning literature machine machines madison mangasarian manifold methods mining mixture mixtures models multiclass neural niyogi pages parametric partially platt point press problems proceeding proceedings processing reduced references regression regularization report research roux royal rsvm scale scholkopf sciences second selection semi semisupervised series sets shrinkage siam sindhwani smola society solomon sparse springer statistical statistics supervised support survey systems technical tenth tibshirani training transduction transductive tsang twenty university unlabeled vector very vishwanathan weiss wisconsin with workshop zien http://books.nips.cc/papers/files/nips19/NIPS2006_0850.pdf 159 Recursive ICA aapo activate adaptation advances algorithm america analysis anthony applied attwell auditory barlow based bayesian bell blood brain bruno budget cambridge cell cerebral cient code codes coding communication comparison complex component components computation consistent control convergent cortex david deaf distribution dobkins edge editor eero elds emergence energy erkki estimating fast field fine finney flow framework from gain gaussian gaussians generalized geoffrey globally goal grey hierarchical higher hinton horace hoyer hyvarinen ieee image images independent information ione journal karen karklin laughlin layer learning learns lewicki linear lters machine martin matter messages metabolism method michael mixtures model models natural nature network neural neuroscience odelia olshausen optical order osindero overcomplete pages parameter patrik point possible press principles probabilistic processing product properties receptive reduction redundancy references regularities representations research revisited rosenblith scale scene scenes schwartz sejnowski sensory shape sheng signal signaling signals simon simoncelli simple society song sounds sparse stationary statistical statistics stimuli structures systems terrence theory topographic topography transactions transformation underlying vision visual volume wainwright walter welling what whye http://books.nips.cc/papers/files/nips19/NIPS2006_0507.pdf 48 PG-means: learning the number of clusters in data akaike algorithm american analytic andrew annealing annnals annual approximation arti association automatic automatica bayesian cation charles cial cient clusterings clusters colt comparing conf conference control criterion dallal dasgupta data dataset density description deterministic dimension distribution elkan estimating estimation expectation experiments extending faulty frank gerard gideon goodness greg guenther hamerly hastie hirotugu hubert hypotheses identi ieee information intelligence international jorma journal kass kaufmann kenichi kolmogorov kurihara larry learning leland lilliefors look machine marina massey maximization mean means meila mining mixture model modeling models moore morgan nakano naonori nested networks neural nips normality number pages pelleg peter proceedings processing projection publishers random reference references relationship repairing rissanen robert royal ryohei sand sanjoy schwarz seventeenth shortest siam sixteenth smirnov society statistic statistical statistician statistics systems test tibshirani transactions trevor ueda uncertainty unknown using variance variation walther wasserman welling wilkinson with http://books.nips.cc/papers/files/nips19/NIPS2006_0064.pdf 80 Adaptor Grammars: A Framework for Specifying Compositional Nonparametric Bayesian Models advances algorithm american analysis annals annual appear association available bayesian beal between blei brent chinese cient computational contextual dependencies derived dirichlet discovery distribution estimating exchangeable ferguson fields from generalized generators goldwater goodman grif harvard hierarchical http information inside interpolating ishwaran james johnson jordan joshuago journal learning linguistics machine meeting microsoft mixture models neural nonparametric parameter parsing partially partitions pitman poisson powerlaw probabilistically probability problems proceedings processes processing random references related research restaurant sampling segmentation sinica some sound species stable statistica statistical statistics subordinator systems theory thesis tokens types university unsupervised weighted word http://books.nips.cc/papers/files/nips19/NIPS2006_0819.pdf 134 Bayesian Model Scoring in Markov Random Fields aistats algorithm algorithms american annealed annual appear application approximate approximation approximations arti association bayesian beal belief berthelsen bethe biometrica boltzmann carlo chain cial cient cluster computation computing conditional conf conference constants constructing data disease distributions doubly elds empirical energy entropy estimation extraction francisco free freeman freitag generalized ghahramani graphical green heckerman hidden ieice importance incomplete inference information intelligence intractable jaakkola joint journal laplace learning linear ller machine machines mackay mapping markov matching maximum mccallum mcmc means meeting merl method minka model models moment monte murray neal networks neural normalisation oxford pages parise pereira pettitt pittsburgh press probabilistic proc proceedings propagation pseudo random reeves references report response reweighted richardson sampling scoring segmentation statistical statistics structures study systems szummer tanaka technical theory transactions tree tutorial uncertainty undirected university variation variational wainwright weiss welling willsky with yedidia http://books.nips.cc/papers/files/nips19/NIPS2006_0105.pdf 89 Information Bottleneck Optimization and Independent Component Extraction with Spiking Neurons acad acknowledgments aharonov aihara allerton also analysis annual approximate asymmetric austrian auxiliary bialek bienenstock binocular biological bottleneck cacy cambridge change city communication component computing conference control cooper correlations cortex cover development discussions elements european facets fund generalized gerstner gutig have hebbian helpful hyvarinen ideally independent information input interaction interneurons jean journal karhunen kistler learning like linear maximizes method models munro natl network neuron neurons neurosci optimal order orientation other pages paper partial pascal pereira plasticity press proc proceedings processes project provided rather references rotter rule science selectivity should sompolinsky speci spiking ster such support supported synapse tell temporally thank that theoretically theory they this thomas through tishby toyoizumi transmission type under union university visual what wiley without would written wulfram york http://books.nips.cc/papers/files/nips19/NIPS2006_0183.pdf 68 Stratification Learning: Detecting Mixed Density and Dimensionality in High Dimensional Point Clouds advances algorithm allerton annual applications attractor barbara belkin bialek bickel bifurcations bottleneck brand charting chen cluster clustering communication computing conference control costa cvpr data datasets dempster determination dimension dimensionality dynamical effective eigenmaps eleventh embedding entropic entropy estimation fractal framework friedman from geodesic geometric gionis global gpca graphs hero highdimensional hinneburg huang iccv ieee ijcai incomplete induced information intrinsic journal kegl laird langford laplacian learning lecture levina likelihood linear locally manifold mathematics maximum medioni method minimum mixtures mordohai mosenzon multivariate nips niyogi nonlinear notes numbers numerical packing page pages papadimitriu pereira pless point proceeding proceedings processes processing random reduction references robust roweis royal rubin saul science seventeenth sigkdd signal silva sixth slonim snyder society souvenir spaces spectral statistical subspaces systems takens techniques tenenbaum tensor tishby trans tsparas unsupervised using vidal voting wiley york http://books.nips.cc/papers/files/nips19/NIPS2006_0776.pdf 71 Prediction on a Graph with a Perceptron alberta algorithm algorithms amer analysis ando approach aronszajn banff barzdin based belkin blum cambridge cation chawla chemistry classi colt data design diffusion discrete distance doklady editors elds francisco freund frievald from functions gaussian general gentile ghahramani graph graphs harmonic herbster icml input jacm journal karger kaufmann kernel kernels klein kondor labeled lafferty large learning machine margin math mathematical matveeva mincuts minimum morgan nips niyogi norm online other over pages perceptron platt pontil prediction press problem randic recursive references regularization reproducing resistance robustness schapire scholkopf semi smola soviet spaces spectral springer stein supervised theory trans unlabeled using wainer weiss york zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0833.pdf 139 Unsupervised Regression with Applications to Nonlinear System Identification acoustics advanced advances aharon algoet algorithm algorithms analysis annals appearance applications arkadi automatica benveniste black boyd breiman calculus cambridge cation cliffs component computation computational computations computer conference constraints convex cover cvpr darrell data delyon determinant differential dimension dimensional dimensionality dynamic dynamical edition eigenvalue englewood ensemble euclidean evgeniou examples extension fjones foundations framework from gaussian geometric ghahramani global golub guilleman hall hero high hines hjalmarsson hopkins http icassp icml identi inequality information institute integration interfaces international introduction ishii isomap jenkins jersey johns jones journal juditsky karhunen kernel langford large latent lawrence learning level lieven linear ljung loan localization machine machines manifold manifolds massachusetts mataric mathematical mathematics matrix maximization mcmillan measure memory method mika models muller nemirovski networks neural nips nonlinear object optimization owlnet pangaro patten pattern patwari platform poggio pollack pontil prentice press principal probability problem process processing programming proof rahimi rana recht recognition reduction references regularization regularized restricted rice roweis sandwich scale schoelkopf scholkopf science second sensetable sensor series shannon shao siam signal silva sjoberg smola spatio speech statespace stephen support system systems tangible technology temporal tenenbaum theorem theory thesis time topology tracking transform university unpublished unsupervised user using valpola vandenberghe variable vector video vision visualisation williamson wireless with zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0769.pdf 43 A Theory of Retinal Population Coding advances allen america analyses analysis artal atick baddeley balcan between borst capacity cells channels chichilnisky ciency circulant code coding communications comp comparative computation cone contrast cortical curcio delity derived designing digital dubs early eccentricity edition elds energy ensemble experimental fidelity field first foundations frechette fresh from function ganglion gonzalez gray grivich hall hateren highest human image images information inhibition inui journal laughlin lewicki limited litke lmcs lond luminance macaque matrices modulation monkey morgan mosaic motion natural nature navarro network neural neurology neurophysiology neuroscience noisy observers optical over overcomplete petrusca physiol predictions predictive prentice press primate proc processing properties psychophysical receptive redlich references relations research response responses retina retinal review robust rodieck ruderman scenes seeing sejnowski sensitivity sher sinauer snodderly society sparse spatial spatiochromatic spatiotemporal srinivasan statistics steps studies synaptic systems test theoretic theoretical theory theunissen toeplitz topography towards transfer trends units using validation valois view vincent vision visual volume wachtler williams woods http://books.nips.cc/papers/files/nips19/NIPS2006_0084.pdf 59 Near-Uniform Sampling of Combinatorial Spaces Using XOR Constraints aaai ability achlioptas algorithms also amer andrews annealing approximate approximation around assigned assignment august auto bacchus back bayardo bayesian beame bell boolean boston bounds calculations cambridge canada carlo chem cient clause color combinatorial complexity comput computing count counting counts crawford dalmao darwiche dependencies detecting deterministic disagreement divergence domingos driven each easy edmonton equations erenrich expected experiments exploiting fast field figure focs from gelatt gomes good guarantees gure gures hard hardness iccad ijcai inference instance instances institute intricate invited jose july june kautz kearns kirkpatrick labs learning lectures left littman location logic logistics look machine machines madigan madras majercik malik markov math methods metropolis minimal minimization minisat model monographs monte moskewicz naor nature near networks nite november number obtaining october optimization pages panel parity park peres performing phase pitassi pittsburgh planning poon poster practical probabilistic problem problems promising providence quest random real reas reasoning references report results richardson right rigorous rosenbluth roth sabharwal sample sampled samples samplesat sampling sang satis schapire schrag science selman show shows simuleated solutions solve solver sorensson sound spaces state stochastic strategies strategy talk technical technically technique techniques teller that their theoretical these this times towards transitions uniform unique using valiant value vazirani vecchi walk weighted with world xorsample zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0705.pdf 154 Cross-Validation Optimization for Large Scale Hierarchical Classification Kernel Methods advances algorithmic approach automatic barber bartlett based bayesian better biologic cacheing categorization cation chapman cient cikm class classi comparison correct crammer craven cross cybernetics data davis degree determination document does duraiswami estimating expectation expensive fast feasible features functions gauss gaussian generalized germany ghahramani greedy green hall hardware hessian hierarchical hofmann icml ieee implementation improved institute international iteratively journal kernel kind large latter learn learning linear machine machines makes mathematik method methods minka models monographs multi multiclass networks neural newton nips noisy nonparametric number numerical numerische often operations opposed optimization ours pages pami people picard planck predictive preferred probability problems proceedings process processes propagation references regression relevance report seeger shen silverman singer small smola smoothing solve sparse spline statistics steps structured such support systems techni therefore these transactions transform trees tubingen tuebingen using validation vector very wahba which williams with yang http://books.nips.cc/papers/files/nips19/NIPS2006_0511.pdf 169 A Collapsed Variational Bayesian Inference Algorithm for Latent Dirichlet Allocation academic advanced airoldi algorithm algorithms allocation analysis annual application applying approach approximate aspect author authors bayesian beal biometrics biometrika blackwellisation blei block buntine casella categories choi college computational conference correlations cvpr data dirichlet discrete documents ecml editor editors equations expectation extensions field fienberg finding from gatsby generative ghahramani graphical grif heckerman hierarchical icml inference interactions international jakulin jmlr jordan kluwer kurihara lafferty latent learning london manuscript maximization mccallum mean means meeting membership methods mining minka mixed mixture model models multinomial naive natural networks neuroscience opper order pachinko perona pnas practice press proceedings propagation protein publishers references relational robert rosen saad sampling scene schemes scienti second siam smyth society steyvers stochastic structured sung theory thesis topic topics tutorial unit university unpublished variational welling winther with xing http://books.nips.cc/papers/files/nips19/NIPS2006_0368.pdf 167 Learning Structural Equation Models for fMRI academy action agricultural algorithm altered analysis annals application arti athwal attention attentional autoregression bannister bayard beckmann biological bollen bornot bosch brain brammer buchel bullmore cambridge canales castellanos causal causality causation changes cial comparing conference connectiivty connectivity correlation coull cyclic dash data differences dimension directed disconnectivity discovery disease during dynamic econometrica edition effective enough equation equations equilibrium estimating examination fmri frackowiak friston from functional garcia gawehn genetic gesierich glymour goddard good gozales graphs haavelmo harrison hernandez high holmes honey howitz howseman human humans hunsche images imaging implications intelligence intersession jenkinson john johnstone journal kauffman lage latent lawrie learning lees lima london mapping marshall matthews mcgonigle mcintosh mechelli melie memory model modeling modelling models modulation multivariate national network neuroimage owens parkinsons passingham path pearl penny performance philosophical prediction preedictive press proc proceedings rajapakse ramnani references research restructing richardson risk rodriguez rowe royal sanchez scheines schizophrenia schlosser schwarz sciecnes science sciences search sharma simonotto simultaneous smith society sons sosa sparse spirtes statistical statistics stephan stoeter structural structure study subjects system systems transactions uncertainty university valdes value variability variables vega vucurevic whalley wiley williams with woolrich working wright zheng http://books.nips.cc/papers/files/nips19/NIPS2006_0260.pdf 107 Real-time adaptive information-theoretic optimization of neurophysiology experiments∗ analysis applications chapman chichilnisky cognitive computation computational dayan decharms engineering foldiak gazzaniga generalized hall hearing ieee journal lesica linear london machens matrix mccullagh meeting models nelken network neural neurocomputing neuron neuroscience neurosciences paninski perception press proceedings psychophysics references rehabilitation research science siam simoncelli systems theoretical theunissen third trans watson zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0661.pdf 140 Stability of K -Means Clustering accepted algorithms although analysis approximation attempt available axiomatic based biocomputing braun buhmann cambridge caponnetto case cbcl change changes choice choosing class classes clustered clustering clusterings clusters colt comparing complete conference constant data david december determined discovering donsker elements elisseeff empirical especially estimation expect foundations framework friedman furthermore geer geometry grounded guyon hastie hope http icml induction inference institute international jerome joachim journal lange learning look luxburg machine marina massachusetts maximizing means median meila memo method methods minimization minimizer minimizers mining model multiple nding nips number optimization over pages pascal pasi people phrased point practice prediction press principle proceedings processes properties proved questionable rakhlin recipes references report research respect risk robert roth rule select selection serves shai showed small sober some springer stability stable starting statistical statistics still structure such symposium technical technology that then theoretical theoretically theory this tibshirani time towards trevor ulrike unique university unsupervised used view viewed volume while with workshop york http://books.nips.cc/papers/files/nips19/NIPS2006_0848.pdf 110 Conditional Random Sampling: A Sketch-based Sampling Technique for Sparse Data achlioptas algorithm algorithmic american appear applications approximating arriaga arxiv associations based binary bingham bounds brinkman broder cache cauchy charikar church clustering coins colt complexity compression computation computational computer concept concepts conditional containment data database decompositions department dhillon dimension dimensional dimensionality distributions documents drineas embeddings emnlp estimate estimating estimators focs friendly generators gram hastie http image impossibility improved improving indyk information johnson journal kernel large learning lindenstrauss linguistics machine mahoney mannila marginal mathematical matrix mcsherry method methods modha multi nips nonlinear nystrom pages projection projections providence pseudorandom random reduction references report research resemblance robust sampling scholkopf sciences sequences sketch sketched sketches society sparse stable stanford statistics stream system tail technical technique techniques text theory university using vempala very with http://books.nips.cc/papers/files/nips19/NIPS2006_0556.pdf 192 The Robustness-Performance Tradeoff in Markov Decision Processes advances applications athena august bagnell berlin bertsekas bertsimas bounded cambridge carnegie conf conference consideration constraints control convex decision deib dynamic ehrgott francisco geibel ghaoui heger heidelberg imprecise inclusive inexact information international introduction january john july kaufmann learning lett linear machine markov matrices mellon mihatsch morgan multicriteria murty nemirovski neuneier neural neuro nilim oper optimization pages press price probabilities proc process processes processing programming programs puterman references reinforcement report risk robust robustness schneider scienti sensitive september solutions solving sons soyster springer systems technical transition tsitsiklis uncertain university verlag white wiley with http://books.nips.cc/papers/files/nips19/NIPS2006_0194.pdf 151 Robotic Grasping of Novel Objects algorithm also appearance appended applied approach arti automatic avoidance background based behaviour bicchi body bower broughton cambridge camera cation chung cial classi clutter conference contact cues cvpr demonstration depth dishwasher driemeyer estimation examples experimental fagg feature features formally francisco from glassner grasp grasping grasps grupen hand hands high hsiao humanoid humans ichi icml icra identifying ieee ijcai image images imitation improve intelligence intelligent intention international introduction iros iser japan joint kanade kaufmann kearns knowledge kumar labeled learning living local lozano machine manipulation manipulator mason mechanics michels miller modeling monocular moore more morgan nature neonate nipponia nips novel object objects obstacle obtained operations orientations osondu pelossof perez performance piater planning platt points policies predict press prevent primitives probabilistic prongs publishers pushing reaching real recognition references reinforcement relationships reusing review robot robotic robotics robots salisbury satoshi saxena schematic schneiderman schulte shape shin single some spatial speed stereo such symposium systems texture them tracing training tsukuba used using vector vision visual whole with working workshop http://books.nips.cc/papers/files/nips19/NIPS2006_0324.pdf 172 Logistic Regression for Single Trial EEG Classification abnormal activity advances analysis areas artifacts assoc based basic becker berlin biomedical birbaumer blankertz bogdan boosting brackets brain braincomputer cambridge cation channel ciency cients classi classifying clin clinical commands communication compared components computer control corrupted course covariate crosses curio current decisions demixing dependent desynchronization detection device diettrich discriminant discriminative dornhege during efron eigenvalues electrode electroencephalogr elements engineering error estimation event every examples expected extraction farquhar fast figure flor focusing foot friedman function generalization generalized gerking ghahramani ghanayim graz guger hand harkam hastie hill hinterberger ieee imagined improving inference input inside interface interfaces interfacing international iversen ject journal kohlmorgen koles kotchoubey krauledat krepki kubler kunzmann learning left lkopf logistic loglikelihood losch lter ltering lters mapping marked mcfarland microsoft mill minka models motor mouter movement muller nature neuper neural neurophysiol nips normal obermaier obtained occipital optimal paced paralysed parameterized perel pfurtscheller physiologically planning plot positions predictive pregenzer press principles proc proceedings quantitative ramoser rank rates references regression rehab related relevant research right schlogl scholkopf schroder selection shift shimodaira shown silva single some sources spatial spelling springerverlag stat statistical statistics strong sugiyama support synchronization systems task taub tech technischen tibshirani time topographic towards training trans transactions trends trial under universitat vaughan vector verlag weighting weston with without wolpaw workshop http://books.nips.cc/papers/files/nips19/NIPS2006_0202.pdf 119 An EM Algorithm for Localizing Multiple Sound Sources in Reverberant Environments aarabi acoustic acoustical algazi america applications april arrays arti attias audio auditory avendano barbara based beal binaural blind brand brandstein brown cation cdrom channel cial cipic classi classroom cocktail communication computational computer continuous cooke corpus cunningham cybernetics dahlgren daniel darpa database deliang difference discovery duda dynamic eccv electroacoustics ellis entropy environments estimating estimation february fiscus fisher frequency fusion garofolo graphical hagai hrtf ieee impulse information intelligence interaural jojic journal july kopco lamel language listeners localization localizing machine mandel martin masking masks matthew methodology michael microphone minimization mixtures model models nearby nebojsa neural nicoleta norbert november organization other ozgur pages pallett parham party pattern perceptual phase phonetic pitch practical probabilistic probability proc proceedings processing processor references relevance rennie report responses reverberant rickard robust roman room roweis sapa scott self sensor separation shinn signal silverman single society sound source sources speech statistical statistics steven systems tara tdoa technical thompson time timit toronto transactions university vector video wang weiss with workshop yilmaz http://books.nips.cc/papers/files/nips19/NIPS2006_0320.pdf 97 Inducing Metric Violations in Human Similarity Judgements advances alcove analysis applied approach ashby attention based cambridge carl categorization category cation cations classi cohn component computation connectionist data decision discovery dissimilarity distance duin editors eigenvalue exemplar experimental feature features from function gati general generalization generalized gentner goldfarb goldstone goodness graf gregory herbert hovland hypothesis identi images indenti inequality information jenkins john journal kearns kernel kruschke kruskal laub learning lkopf ller lthoff machine medin memorization methods metric mika model monographs multidimensional neural noising nonlinear nonmetric nosofsky optimizing pacl pages pairwise pattern pekalska perception predicting press problem processing proximities psychological psychology psychometrika recognition references relating relationship research respects response review roger scaling scholz science separability shepard similarity simoncelli smola solla sons space spaces stimulus stochastic systems theory torgerson toward triangle tsch tversky universal unknown volume wichmann wiley william with york http://books.nips.cc/papers/files/nips19/NIPS2006_0842.pdf 27 Automated Hierarchy Discovery for Planning in Partially Observable Environments aaai abstract abstraction abstractions acting algorithm algorithms amato annals appear applied approximate arti automated automatic automatically balas barto behaviours berkeley bernstein between bounded boutilier braziunas brown california carnegie cassandra charlin cial ciently composite computer conferences constrained contingent control controllers csail cspbvi decision decomposition density dept dialogue dietterich discovering discovery discrete disjunctive diverse domains editors empirical environments exact exploiting fawcett finding framework function generate ghavamzadeh gill giunchiglia gordon gradient hansen hengst hexq hierarchical hierarchies hierarchy icaps icml ijcai improved institute intelligence international iteration jair joint kaelbling laboratory large learning linear littman local mahadevan management markov master mathematics maxq mcgovern mdps mellon methods meuleau mishra models murray muscettola navigation nips nite observable optimization pages parr partially pascal peshkin pineau planning pointbased policy pomdp pomdps poupart precup press processes programming programs quadratically references reinforcement report review robot robotics robust ryan saunders scale scaling schwartz science search semi siam singh snopt solve solving spatial spoken state statistical stochastic structure subgoals summary sutton synthesis systems technical temporal theocharous thesis thrun toronto tractable uncertainty under university using value waterloo williams with workshop youngs zhou zilberstein http://books.nips.cc/papers/files/nips19/NIPS2006_0394.pdf 74 Subordinate class recognition using relational object models agarwal basic boosting boyes brady braem caputo categories categorization category cawley cient class cognitive combined combining computer conference cvpr dence description detection discriminative eccv exhaustive experimental feltzenswalb fergus fritz general generative gray hemenway hertz hillel holub http hutenlocher iccv ijcv image implicit improved integrating international invariant johnson journal kadir kernels learning leibe leonardis machine matlab mervis model models natural november object objects pages parts perona pictorial predictions psychology rated recognition references relational representation representative rosch roth saliency scale schapire schiele segmentation shape sher singer sparse statistical structures theoval toolbox tversky unsupervised using vision weinshall welling with workshop zisserman http://books.nips.cc/papers/files/nips19/NIPS2006_0739.pdf 18 Greedy Layer-Wise Training of Deep Networks advances algorithm algorithms allender annual application applications approach architecture before belief bengio boltzmann bottou cambridge carlo cascade chapelle chen circuit circuits complexity computation computational computer conference continuous contrastive convex correlation curse data dawn dayan decoste deep delalleau denoeux denver depth difference diffusion dimensionality divergence experts exponential fahlman family fast foundations frey function functions harmoniums hastad highly hinton image implementable information internal issues kaufmann kernel large layer layered learning lebiere lecture lengelle limitations local machine machines many marcotte mateo millennium mineiro minimizing mlps monte morgan movellan murray neal nets networks neural notes objective observable osindero partially platt practical press proceedings processes processing products reducing references representations restricted retrieval rosen roux salakhutdinov scale scaling scholkopf science signal sleep small software stracuzzi systems technology temporal tesauro theoretical theory touretzky towards training unsupervised using utgoff variable vincent vision wake weiss welling weston williams with http://books.nips.cc/papers/files/nips19/NIPS2006_0251.pdf 5 Multi-Task Feature Learning abernethy american analysis ando application approach approximates approximation arising arti attributes bach bakker balancing baxter bayes bayesian bias boosting boyd cadieu cambridge caruana cial cient circuits clustering colt component computation computational computations conference conjoint consumer control convex cortex criteria cvpr data david dept desarbo designs detection donoho ecole elements equations error estimation evgeniou experimental exploiting factorization fazel feature features feedforward framework freeman friedman from functions gating gaussian ghahramani green hastie heskes heterogeneity heuristic hierarchical hindi icml independent inductive inference insead intelligence jaakkola jebara kernel knoblich kouh kreiman large latent learning lenk linear machine margin marketing matematica matrix maximum memo methods micchelli mines minimal minimization minimum mining model modeling most multi multiclass multiple murphy near nearsolution neural nips norm object october optimization order pages paris partworth path pinkus poggio pontil prediction predictive preprint primate problems proc procedures proceedings processes rank recognition recovery reduced references related relatedness rendiconti rennie report research schuller schwaighofer science selection serie series serre several sharing solution sparsest springer srebro stanford statistical statistics stream structures svms system systems task tasks technical theory tibshirani torralba toubia tresp underdetermined university unlabeled using valued variational vector ventral verlag vert visual with yang york young zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0072.pdf 163 Hidden Markov Dirichlet Process: Modeling Genetic Recombination in Open Ancestral Space acad advances algorithm american analysis ancestral anderson annals appear based bayesian beal berkeley berno blackwell blei block blocks boundaries california cann chen chromosome conference daly deng department descriptionlength dirichlet disequilibrium distributions diversity dynamic feldman ferguson finding geiger genet genetic genetics genome ghahramani greenspan haplotype haplotypes hapmap hidden hierarchical high hinds hudson human inference information international jordan journal keats kidd krishnan lander learning limited linkage linked machine macqueen mapping markov minimum mixture model modeling multi multiple natl nature neural nite novembre nucleotide open partitioning patil polya polymorphisms population populations principle pritchard proc proceedings process processes processing programming project rasmussen recomb recombination references report research resolution revealed rioux risch rosenberg sabatti scanning schaffner schemes science sharan single site smith sohn space statistics stein structure systems technical teng thorisson university using variation waterman weber xing zhang zhivotovsky http://books.nips.cc/papers/files/nips19/NIPS2006_0179.pdf 38 Balanced Graph Matching advances algorithm analysis arti assignment associating based bias christian christoph cial computer concerning cones conference constraints convex correspondence doubly elds energy features framework gold graduated graph grouping hebert higgins icpr ieee images information intelligence interior international issue jianbo knopp leordeanu london longuett machine marcello marius markov martial matching math matlab matrices methods minimization neural nite nonnegative october optimization over paci pairwise pattern paul pelillo point probabilistic problems proceedings processing programming random rangarajan recognition references relational relaxation richard royal schellewald schnorr scott sedumi semi sinkhorn society software solving special spectral statistics stella stochastic structure sturm subgraph symmetric systems technique toolbox torr transactions unifying using vision volume with http://books.nips.cc/papers/files/nips19/NIPS2006_0838.pdf 16 Analysis of Representations for Domain Adaptation adaptation adaption advances agreements algorithmic among annual approximately arriaga based batu baxter beal blei blitzer boston canada change charniak close clusters colt computational computer concepts conference contemporary correspondence covariate crammer culty data databases david descent detecting dirichlet distributions domain eighth eiron emnlp error estimation exploiting extension focs fortnow foundations from gehrke generalization gradient groups hierarchical hilbert icml induction information internal john johnson jordan journal kearns kifer language large learning lindenstrauss linear lipschitz long manning mappings mathematics maximizing mcclosky mcdonald mueller multiple natural neural nips pages parser pereira prediction press problems proceedings processes processing projection quality random references related relatedness representations reranking robust rubinfeld scale schuller sciences self sharing shift sixteenth smith solving space statistical stochastic streams structural sugiyama system systems task testing that theory training under vancouver vapnik variable vempala very vldb volume white wiley with workshop wortman york zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0836.pdf 181 Fast Computation of Graph Kernels addison alternatives amato annual applied baltimore bioinformatics borgwardt cambridge cient comput computational computations conf edition editors equation flach function gardiner gartner golub graph graphs harary hardness hopkins inokuchi john journal kashima kernels kriegel kronecker laub learning loan mathematical mathematics matrix moler nocedal numerical operations optimization prediction press proc product protein reading references research results scholkopf schonauer series smola software solution springer suppl sylvester theory transactions tsuda ubiquitous university vert vishwanathan warmuth wesley wright wrobel http://books.nips.cc/papers/files/nips19/NIPS2006_0310.pdf 129 A Nonparametric Bayesian Method for Inferring Features From Similarity Judgments adclus additive adelaide advances alcove american analogical analysis annual approach arabie associate association bayesian british buffet bulletin calculations cambridge carlin carlo carroll category cation chain chemical chen chicago classi clustering cognitive combinations commonalities comparative complexity computation computational computing conference constructing convergence cowles cunningham diagnostics discrete distinctions distributed distributions domains douglas editors equations erlbaum errors essentialism experimental extending factor fast featural feature features finding frank gatsby geman generating ghahramani gibbs grif hasselmo heiser hological hology hometrika honomic ibrahim ieee images indian information intelligence internal journal kilpatric lasso latent lawrence learning limited machine machines mahwah mapclus markov mathematical measure medin methods metropolis model models monte mozer multiple navarro network neural neuroscience nite numbers ortony overlapping pages paired pattern physics positive predictive press proceedings process processing programming properties psyc psychological reasoning references relaxation report representation representations representing restoration review rosenbluth rothkopf ruml scaling science selection shao shepard similarities similarity society some springer state statistical stimulus stochastic structure subsets systems tasks technical teller tenenbaum theory thesis thurstone torgerson touretzky transactions tting unit university using volume wiley with york http://books.nips.cc/papers/files/nips19/NIPS2006_0903.pdf 45 Using Combinatorial Optimization within Max-Product Belief Propagation acknowledgments addison advanced agarwala agency algorithm algorithms also anguelov appear approach approximate arbitrary assignment associative bayesian belief blake boykov chatalbashev ciently comparative computing constraint conversations convex correlated correspondence cuts cvpr darpa david davis defense design digital dorigo dynamic eccv elds elidan empirical energies energy engineering exact fast freeman functions graph graphs guestrin hooker iccv icml ideas ieee image images inference information insights intelligent ishikawa karger kaufmann kleinberg knowledge kohli koller kolmogorov kumar large lawler learning loopy malik management margin marginal markov mcgraw measuring message methods minimization minimized models morgan murphy networks nips nonrigid normalized optimality optimization ottosson pami pang passing pearl prediction priors probabilistic problem product program projects propagation quadratic random reasoning reconstruction references registration research residual review reweighted rother satisfaction scharstein scheme science segmentation singh solutions srinivasan structured study stutzle supported surfaces systems szeliski tapestry tappen tardos taskar thank theory this thorsteinsson thrun torr transactions transfer tree uncertainty under unifying unsupervised useful using veksler wainwright weiss wesley what with zabih http://books.nips.cc/papers/files/nips19/NIPS2006_0725.pdf 35 Map-Reduce for Machine Learning on Multicore aaai agrawal algorithm algorithms amer analysis annals application approach assoc asssumption back based bayes bayesian bell bibliography blind bottou caragea cascade challenges chapelle chemometrics cient classi cleveland clustering clusters cmos communications component comput computation computational concurrency conference constrained cosatto csanky daryl data david ddmbib dean decision deconvolution dempster dependencies design development devlin diagnostics digest digital discriminant distributed durdanovic ecml econ electronics empirical eric errors esbensen estimation european expectation fast forty framework frank from frontiers future gaussian geladi gelsinger ghemawat graf hans hartigan hastie herb hillol hillow hinton honavar http hybrid iedm ieee igor implementation independence information integrated intelligent interface international introduction inversion isscc james john journal kargupta kearns kevin laboratory laird langley large larus learnable learning leon lewis limits linear local locally logistic machine machines mapreduce matrix maximization memory michael microprocessors millennium minimal mining mixtures moon moore multicore naive nature neural nips noise operating opportunities optimization pages paper parallel parallelization performance peter platt power pregibon press primal principal process processing programming progress propagating queries queue references regression representation research retrieval revolution royal rubin rumelhart scaling second sejnowski separation sequential shared siam signal silvescu simpli society software springer statist statistical statistics studt submitted support sutter systems tech techniques tenth theory there thompson tibshirani tinyurl tolerant training trans trees tting umbc umesh using valiant vapnik vazirani vector verlag vladimire volume wayne weighted welsch wiley williams wold working your http://books.nips.cc/papers/files/nips19/NIPS2006_0638.pdf 186 Graph Laplacian Regularization for Large-Scale Semidefinite Programming aaai academy action aistats american analysis application approaches arti automation banff barbados biswas bonn borchers bowling boyd cambridge canada chapelle chung cial clustering computer conference connection cowell csdp cvpr department diaconis dimensionality distance duality editors embedding engineering extended extension factorization fastest first framework germany ghahramani ghodsi graph icml ieee image indies intelligence international introduction journal keles kernel learning liang library localization machine madison manifold manifolds march markov mathematical matrix maximum measurements methods mixing national network nite noisy nonlinear optimization packer pages pattern pittsburgh press problem proceedings process programming protein recognition reduction references regularization report respecting review robust saul scholkopf science sciences second semi semide sensor siam society software spectral statistics supervised technical tenth theory third transactions twenty unfolding university unsupervised vandenberghe variance version view vision volume wahba wang washington weinberger west wilkinson wisconsin with workshop wright xiao zien http://books.nips.cc/papers/files/nips19/NIPS2006_0662.pdf 3 Learning on Graph with Laplacian Regularization algorithm american anal analysis ando based belkin bousquet cation chung classi clustering conference consistency cuts design elds functions gaussian ghahramani global graph harmonic icml ieee image intell island issue jaakkola jordan kernel labeled lafferty learning local mach machine malik manifolds markov mathematical mathematics nips niyogi normalized pages partially pattern random references regional rhode riemannian schlkopf segmentation semi series society special spectral supervised szummer theory trans using walks weiss weston with zhang zhou http://books.nips.cc/papers/files/nips19/NIPS2006_0083.pdf 85 Combining causal and similarity-based reasoning aaai abduction advances annotated annual arti associates based bayes bayesian bibliography bioinformatics brenner burnett cambridge categories category causal causality cial cognition cognitive combining compete computing conference critique data dimensional distributions engelhardt erlbaum experts feature fifth function generalization genest graphical grif harvard high hinton horn huelsenbeck induction inference information intelligence international jordan kemp lawrence learning lopez machine matlab memory model modelling molecular mrbayes murphy national networks neural newell osherson pages phylogenetic poole predicting press probabilistic probability proceedings processing property protein psychological psychology references rehder review ronquist science semi similarity simple sloman smith society statistical statistics stromsten structure supervised systems tenenbaum theories theory toolbox trees twenty university when wilkie with zidek http://books.nips.cc/papers/files/nips19/NIPS2006_0521.pdf 185 Randomized PCA Algorithms with Regret Bounds that are Logarithmic in the Dimension academic advice algorithm analysis annual application applications august berlin best bhatia bianchi boosting bousquet bregman cbfh cesa colt comput computer conference convex crammer decision dima earlier eiji expert experts exponentiated freund generalization gradient haussler helmbold herbster icml inequalities inform journal june kernels koby kuzmin learning line linear littlestone machine majority majorization manfred mark marshall matrix minimization mixing multiplicative olivier olkin online past path pittsburg posteriors predictor press princeton proceedings projections ratsch references research robert rockafellar schapire sciences small springer subspaces system takimoto theoretic theory tracking tsuda university updates variance version warmuth weighted yoav http://books.nips.cc/papers/files/nips19/NIPS2006_0206.pdf 57 Data Integration for Classification Problems Employing Gaussian Process Priors access advanced advances alexander algorithms analysis approach approximate approximations assessing barber bartlett bayesian becker berger bernardo bernhard binary bioinformatics biology cambridge carl cation cations chen chou chris christopher cient class classi computation computational cristianini data dawid ding dubchak editors edward eleazar ensemble eskin family fast fold framework from functional fusion gaussian gene genomic girolami herbrich hong http ieee inference information informative inna intelligence interactions jason jinsong jordan journal kanehisa kernel kuss lanckriet laplace large lawrence learning machine machines margin mark matthias methods minka modelling multi multinomial multiple neal neil network networks neural noble nonparametric obermayer oxford pages pattern paul pavlidis people platt predicting press priors probabilities probit process processes processing propagation protein ralf rasmussen recognition references regression report research rogers saul schlkopf scholkopf schuurmans sebas seeger shen simon smith smola sparse stafford statistical statistics supervised suppl support systems technical thesis thomas thrun tian transactions tuebingen types university using variational vector vert vishwanathan vishy weston william williams with yamanishi http://books.nips.cc/papers/files/nips19/NIPS2006_0569.pdf 4 Sparse Kernel Orthonormalized PLS for feature extraction in large data sets academic advances agnar ahrendt albano alcohol alexander analysis anders appear approach april audio barr bennett bernhard block bookstein brody bryan building cambridge carlos case cation chapter characterizing chemistry chemometrics chicago christiani classi colt company computational conference cook ction data dunn edlund effetcs emphasis esbensen evans feature fmri fred friston gatsby geladi genre george hansen helen hellberg herman heteroencoders hilbert history hoegaerts hoskuldsson icml ieee ijcnn institute integration internation international jacob johansson john joint journal july kernel kernels kramer kristin language large lars larsen latent learning least leonard lindberg linear machine machines mangasarian mathematical mathematics matthews meng methods michinari mining model modelling models momma moor multivariate music nature nello networks neural neurobehavioral neuroimage neuroscience neurotoxicology nipals nonlinear notes overview page pages part partial path pattern paul perry perspectives peter poline prenatal press primal problems proceedings process processing publishing quatitative recent reduced references regression reidel report reproducing research response roman rosipal roweis rsvm sampson schoelkopf selection shawe siam signals sjostrom smola sociology space sparse speech squares statistical statistics streissguth structure subspace support survey suykens taylor technical techniques temporal teratology theory trans transactions trejo tzanetakis unit university using vanderwalle variables vector washington wegelin with wold worsley http://books.nips.cc/papers/files/nips19/NIPS2006_0302.pdf 158 Convex Repeated Games and Fenchel Duality adaboost additive advances aggressive algorithms analysis annals application april ascent bartlett baxter bianchi boosting borwein bounds boyd bregman cambridge catholic center cesa class classi collins colt combining convergence convex core crammer decision dekel dence discriminant distances dual duality econometrics esann eurocolt fenchel frean freund friedman functional game games general generalization generalized gordon gradient grove hastie hebrew hypotheses icml improved jmlr journal keshet kivinen large learning lewis line linear littlestone logistic loss louvain lugosi machine machines margin mason meets methods multi multidimensional nesterov nips nitesimal nonlinear online operations optimization passive pattern prediction predictions press primal problems programming programs rated recognition references regression regret relative repeated report research results schapire schuurmans shalev shwartz singer springer statistical statistics subgradient support technical techniques theoretic theory tibshirani university updates using vandenberghe vector view warmuth watkins weston zinkevich http://books.nips.cc/papers/files/nips19/NIPS2006_0624.pdf 52 Multiple Instance Learning for Computer Aided D ia g n o s is address advances aided algorithm alternating andrews applications applied approach april arti axis baker bartlett batch becker berlin bezdek bogoni bouma british cambridge cancer cascade cathier cation cavtat certain chan chicago cial classi colonography comput computed computer computerized conference convergence convex croatia data delden department detection detector diagnosis dietterich dubrovnik dundar ecml edited editors embolism ensembles european feuer first fitzpatrick framework functions fung generalized germany gerritsen ghafoor goldman growing gunnar hadjiiski hathaway hofmann image images imaging improved information instance institute intelligence international jemal jerebko journal july kazerooni kearns kernel klaus krishnapuram kuijk lakare large lathrop learners learning liang linear lnai lozano macari machine machines madison mangasarian margin maron math mathematical mathematics medical michael mika milan minimizing mining muller multi multiple murray nature need networks neural nips obermayer oded optimization pages parallel patel perez periaswamy press problem proceedings processing prog programming pulmonary quist radiology raedt ramon ratsch rectangles reduced references report reports richard robert rsvm sahiner sara saumuels scholkopf schuurmans sciences sebastian segmentation sher siam smola solla solving sonka spie springer statistical statistics successive support systems tech technical technique techniques theory thomas thrun thun tiwari tomas tomographic tool tracking tsochantaridis univ university vapnik vector vessel volume vural ward warga wild wisc wisconsin with york zhang zhou http://books.nips.cc/papers/files/nips19/NIPS2006_0223.pdf 190 A Scalable Machine Learning Approach to Go aaai advances albert application approach april architectures arie arti aske baldi balid beginners berlekamp bioinformatics book books brugmann bruin cardinal carlo challenges chen chilling cial cobb common computer conference contact corners david dayan design difference edition empirical enriched esann estimation evaluation exploiting fate four from game games gets giohmms graepel graph graphs hall hashing herik icca icga information intelligence iwamoto jonathan journal large last lateral learning liva machine mackay many maps mathematical mcgo method modelling modern monte national network networks neural norvig pages pantheon part pattern peter peters pierre pijls plaat playing point pollastri position positions prediction prentice principled problem processing propagation properties protein publishing quantitative ralaivola recurrent recursive references report reprinted research rnns russell scale schaeffer schrauldolph score sejnowski semi sterling stern structure stuart systems technical temporal theory thore trees uence uiterwijk uncertainty university using wall welcome wellesley werf wisconsin with wolfe york zhixing zobrist http://books.nips.cc/papers/files/nips19/NIPS2006_0629.pdf 100 Learning to Model Spatial Dependency: Semi-Supervised Discriminative Random Fields accelerated advanced algorithm altun anal analysis approximate based belief belkin bengio besag blum boosted bousquet boykov cation celeux certainty chapelle chong cient class classi clustering coling collins colt combining comput conditional conference consistency contextual corduneanu cuts cvpr darrell data databases decoupled dependencies dependent detection directed dirty discovery discriminative documents editors elds energy entropy european everson fast framework freeman from functions garcia gaussian generalized ghahramani global govaert gradient grandvalet graph greiner harmonic hebert huang iccv icml image images imaging improved interaction intl jaakkola jiao john journal kernel knowledge kumar labeled labeling lafferty learning lncs local machine magnetic margin maximum mcallester mccallum method methods minimization mitchell modeling models moreno murphy natural navin nigam nips object olga pages partitioning pereira pictures practice press principles probabilistic propagation quattoni ramin random recognition references regularization resonance rezek roberts royal schmidt schoelkopf scholkopf schraudolph schuurmans segmentation segmenting semi sequence series society spatial stat statistical stochastic structured supervised support technology text theory thrun torralba training tumor unlabeled using vapnik variables vector veksler versions vishwanathan wang weiss weston wiley with workshop yedidia yuri zabih zhang zhou zien http://books.nips.cc/papers/files/nips19/NIPS2006_0845.pdf 0 An Application of Reinforcement Learning to Aerobatic Helicopter Flight abbeel aerial aerobatic aerodynamics aeronautics aiaa algorithm america american anderson andrew application apprenticeship april astronautics automated automation autonomous avionics bagnell basic berger brafman buskey cambridge cation cient civita coates conf conference control controller corke cost design diel digital dynamics education experimental exploration factored feron flight forum ganapathi gavrilets general gregg guidance guided hall helicopter helicopters highbandwidth human icml identi ieee ight ijcai inspired institute international inverse inverted jonathan jordan journal kakade kanade kearns koller landing langford learning leishman liang linear logic loop machine maneuvering march markov martinos mdps messner methods metric mettler michael miniature modeling models montgomery moore moshe near nips optimal order papageorgiou peter policy polynomial prentice press principles proc quadratic references reinforcement research results roberts robotic robotics ronen saripalli sastry schneider schulte search seddon series shankar shaping simulation singh size small society spaces state sukhatme symposium system systems tennenholtz test testing time tischler transactions university unmanned using varun vehicle vehicular visually with http://books.nips.cc/papers/files/nips19/NIPS2006_0682.pdf 36 Recursive Attribute Factoring advances algorithm algorithms american analysis anatomy andrew arti author authoritative automating available base brin chang cial clustering cocitation cohn combination computer conf conference connectivity construction content daniel david deerwester document documents domingos dumais engine environment factorization francisco friedman furnas george getoor grif harshman hofmann http huan hyperlinked hypertext hypertextual identify ijcai indexing information intellectual intelligence intelligent international internet isdn jason joint jordan journal kamal kaufman kaufmann kleinberg knowledge koller kristie landauer large latent lawrence learning link literature machine mathew matrix mccallum measure missing mitchell model models morgan negative networks neural nigam page pagerank pages pedro pfeffer portals press probabilistic probabilistically proc proceedings processing project references relational rennie retrieval richard richardson scale science scott search sebastian semantic sergey seung seymore sixteenth society sources spectral stockholm structure surfer susan sweden systems thomas uncertainty webkb weiss white wide with world http://books.nips.cc/papers/files/nips19/NIPS2006_0887.pdf 53 Distributed Inference in Dynamical Systems approach architecture asynchronous athena bayesian bertsekas bodik boyen cald cameras carnegie cient collaborative complex computation conference cowell data dawid decentralized directed distributed dynamic edition expert fifth framework funiak fusion gordon guestrin guibas ieee inference information international ipsn january koller lauritzen localization ltering lters madden mcfadden mellon methods modeling network networked networks numerical parallel particle paskin pfeffer probabilistic proc proceedings processes processing references regression reich report robust rosencrantz scienti sensor signal spiegelhalter springer stochastic sukthankar systems technical thibaux thrun tractable tsitsiklis university with york zhao http://books.nips.cc/papers/files/nips19/NIPS2006_0822.pdf 61 Large Margin Multi-channel Analog-to-Digital Conversion with Applications to Neural Prosthesis action adams adaptive ampli analysis anderson angiogenesis architectures array bakay biol biomedical brain cambridge cancun candy carmena cauwenberghs celik central characterization chip chronic cicuit clin coding component computation computer computing conf control conversion converters crist data davies deltasigma density detection dimitrov direct electrode electroencephalogr electronic embs engineering flow from fully girosi goldwaithe gradient grasping harasaki harrison heating henriquez high human hyvrinen ieee implantable independent information input integrated interface interfaces intracortical investigation issue jones kennedy khalil learning lebedev machine maynard methods mexico micropower microsystems modules mohseni moore morphology muscle naja nature nervous networks neural neurophysiol neurosci nicolelis nips noisy nordhausen normann odoherty optimizing oversampled oweiss papaefthymiou patil pedram piscataway plos poggio potential potentials power press primates proc processing program prosthetic rates reaching recording references regularization rehabil response saidel santhanam santucci seese sept shenoy signal signals springer stabilization stanacevic statistical structure survey surveys system systems temes temperature theory tissue trans transactions transmission utah vapnik verlag vlsi volume wireless wise with york http://books.nips.cc/papers/files/nips19/NIPS2006_0780.pdf 128 On the Relation Between Low Density Separation, Spectral Clustering and Graph Cuts aistats algorithmic almost audibert based belkin biological blum bounded bousquet cation chapelle chawla chicago chris classi cluster clustering coifman colt computer consistency cuts cybernetics data density department differences diffusion ding eigenfunctions elds error everywhere extensions fokker foundation from functions gaussian generalization geodesic ghahramani graph graphs harmonic harmonics hein high icml image inequality institute issue kernels kevrekidis kutin labeled lafferty lafon laplacian laplacians learning luxburg machine malik manifold manifolds maps mcdiarmid meila methods mincuts nadler nips niyogi normalized operators partha planck pointwise probability random references report riemannian samuel scholkopf science segmentation semi separation special spectral stability strong supervised technical theoretical thesis toward tutorial university unlabeled using view walks weak weston when with yale zien http://books.nips.cc/papers/files/nips19/NIPS2006_0793.pdf 50 Multi-dynamic Bayesian Networks aaai abilistic alignment applications approach arti artif babilistic bacchus backtracking bartels based bayesian berkeley bilmes blocking brown cial cocke computational computer conference corpus dalmao dean della dept division dynamic edition eecs elimination europarl evaluation expert francisco friedman geiger getoor gibbs graphical heckerman http human ijcai improved inference intell intelligence intelligent international issue jelinek jensen journal june kanazawa kaufmann kjaerulff knowledge koehn koller kong lafferty large lauritzen learning linguistics link machine marcu mercer models morgan morristown multilingual multinets murphy naacl networks oxford pages pearl pfeffer phrase piettra pitassi plausible printing prob probabilistic proceedings publications real reasoning references relational representation research roossin sampling science search similarity special statistical structure studies systems taskar temporal thesis tillmann translation triangulating uncertain uncertainty value very vogel word world http://books.nips.cc/papers/files/nips19/NIPS2006_0192.pdf 90 Predicting spike times from subthreshold dynamics of a neuron adaptation advances algorithms arcas arimoto azouz beeman bialek biomedical biophys book bower cambridge carnevale cation chichilnisky comp current engineering enough erisir exploring fairhall fire fitzhugh general genesis gerstner good gray hemmen hines hodgkin huxley identi ieee inference information injection integrate jolivet journal kaneko kearney kistler lapicque learning leonard lewis luscher mackay mainen models nagumo network networks neural neurocomputing neuron neurons neurophysiol neuroscience nonlinear paninski pathol physiol physiological pillow piscataway plasticity platt pnas populations predicting press proc processing random rauch realistic references rudy scholkopf science sejnowski series shinomoto simoncelli simulation single spike spiking springer system systems theory times tsubo under univ uzzell verlag weiss westwick wiley with york yoshizawa http://books.nips.cc/papers/files/nips19/NIPS2006_0683.pdf 148 Shifting, One-Inclusion Mistake Bounds and Tight Multiclass Expected Risk Bounds acknowledge acknowledgments addition algorithm allow also among another appear application award aware bartlett based below berkeley bianchi binary boolean bound bounded bounds case cesa characterizations classes closed combinatorial comparison complex compressibility compression computation computer conjecture conjectured connections correctness cube cubical data david dens density department derived described deterministic developed dimension direct drawn eecs ehrenfeucht examples exist expected extended fact false families family following from functions gain general generalization generalizes graph gratefully haussler have here holds however http ieee improvement improves inclusion incomparable information invariance invariant journal just kearns known kuzmin learnability learning lemma littlestone long lower lrnk machine machinery manfred manuscript maximal maximize maximizer maximum method mistake model more multiclass near needed neither noted number numbers olivier open optimal over packing paper peeling points predicting prediction previous proof proven pubs randomly references relating remainder report representing research resolves risk rubinstein sample sauer scheme schemes sciences sequel serious sets shatter shattering shatterings shifting should single singly solid special sphere srinivasan strategy structure study subgroups subsets support symmetrization system technical terms that their theorem theory there this tightened tighter transactions ucsc under unlabeled unpublished valiant valued vapnikchervonenkis warmuth whether while with within would http://books.nips.cc/papers/files/nips19/NIPS2006_0613.pdf 126 Non-rigid point set registration: Coherent Point Drift algorithm anal analysis anatomy approach architectures associating automated based besl biomedical bishop bookstein carreira chui cient coherence comp comput computation computer conf conference correlation cvpr data dayan decomposition deformations differential digital eccv elastic engineering feature features foundations framework gaussians general geom girosi goodhill grzywacz higgins iccv ideal ieee image images imaging intell intelligent international ized jian jones kanade learning levoy linear london longuet mach matching math mathematical mckay method methods miccai mixture mmbia modeling models motion myronenko nets networks neural oxford page pages parametric pattern perpinan plate poggio point press principal priors proc rangarajan recognition references registration regularization rigid robust royal rusinkiewicz scott shapes siam sibson society song splines stat stone theory thin third trans tsin university using variants vemuri vision warps workshop yuille http://books.nips.cc/papers/files/nips19/NIPS2006_0868.pdf 76 In-Network PCA and Anomaly Detection academic advanced american analysis anomalies anomaly anomography approach approximation appt area associated association attacks berkeley cient communication communications component computer conference control cooperation counts culty data decentralized decision department detecting detection diagnosing dimension distributed distribution domino eecs experiences forms gaussian global group highvolume icdm ieee inference information interest international internet intrusion journal kernel learning ling magazine management massive matrix measurement methods minimal mining modeling monitoring ndss netpro network networks neural nips nite nonparametric operational overlay parallel peer perturbation press principal procedures proceedings processing quadratic reduction references report residuals scalably security sensor sets sigcomm sigmetrics sigmod signal special statistical structural symposium system systems technical technologies technometrics theoretic theory thresholded traf transactions updating using variational wide wireless with workshop http://books.nips.cc/papers/files/nips19/NIPS2006_0878.pdf 102 Efficient sparse coding algorithms aapo algorithms analysis angle applications atomic bair basis battle cavanaugh cell cells censor center characterization chen code coding comp compared component computation computing cortex decomposition different distributions donoho efron emergence employed feature field from grafting hastie hateren have hawken hoyer hyvarinen icml images independent inki inputs interaction invariance johnstone journal learning least lewicki lond lters macaque mika movshon natural nature neural neurobiology neurons neurophysiology nips olshausen online optimization overcomplete packer parallel patrik perkins primary proc properties pursuit raina receptive references regression regularization representations research rotational saunders sceniak schaaf scienti sejnowski selection self sensory shapley siam signals simple sparse spatial stat strategy surround taught test theiler theory tibshirani time topographic training using varying vision visual when with workshop zenios http://books.nips.cc/papers/files/nips19/NIPS2006_0115.pdf 92 Causal inference in sensorimotor integration ability about acad across action adaptive agents alais appearance article auditory backus banks bayes bayesian beers behavior beierholm bias bimodal biol brain burr carey causal causes change children cogn cognit cognition cognitive coincidences computational concept conditioning contributions control cross cues curr danks demonstration depth discoveries dorsal dual during dynamic dynamics effect ernst experimentally fashion flexible from ghahramani ghez ghilardi glymour goodale gopnik grif haijiang hairston haptic hidden hirsch humans identity illusion independent indexing induced induction infancy infants inference inferences information institute integrate integration internal ivaldi jacobs journal kinematic koerding krakauer kroliczak kushnir learning leslie localization maps massachusetts meaningful means mere modal model models month motion motor multisensory mussa natl nature near nets neurophysiol neuroreport neurosci neuroscience norris object optimal oxford pavlovian percept planning position press print proc proceedings prog proprioceptive psychol psychophysics quartz reaching recruitment references representation results roberson routes sabes saunders saxe schirillo scholl schulz sciences secret segregation sensorimotor sensory shadmehr shams signals sittig sobel sober society sound space statistically stein stone strategies streams strength structure supported task technology tenenbaum texture theory thesis time tremoulet trends uences unifying university vaughan ventral ventriloquist vision visual wallace westwood what where wolpert http://books.nips.cc/papers/files/nips19/NIPS2006_0797.pdf 157 Nonlinear physically-based models for decoding motor-cortical population activity abst acou activation active activities activity advances analyzing approach april array based bayesian beck becker bienenstock biggs biology biomedical black brain braingate brainmachine cambridge carmena chapin chronically clinical closed coding computation computer computing conf control cortex cortical crammerr crist cursor december decoding devices dietterich digits dimensional dimitrov direct direction discharge doherty donoghue during echo editors elbow electrode electroencephalography encoding engineering ensembles erdogmus fellows flament free friehs from georgopoulos german ghahramani gradients grasping hand handwritten hatsopoulos helms henriquez hinton hochberg hore human ieee images implanted inference inferring information instant institute interface interfaces intracortical irwin jaeger journal jrnl kalman kernel kettner kinematics kralik laubach learning lebedev loop lter machine mappings march maynard medicine model monkey moran motion motor movement movements mukand muscle nair nakata national nature networks neural neuromotor neurons neurophysiology neuroprosthetic neuroscience nicolelis nordhausen normann online origins pages paninski paninsky passive patil plos polykoff population position positional potential prediction press primary primate primates principe probabilistic proc processing program programs prosthesis reaching real recording recurrent references regression rehab relations reliability report representation research sanchez santucci scholkopf schwartz science serruya shaikhouni shoham shpigelman signal signals silicon singer smola society space spatiotemporal speech speed srinivasan stambaugh state statistical statistics structure suner support systems targets taylor technical temporal three tillery time todorov tracking training trajectory trans transactions tuning tutorial using utah vaadia vancouver vargas various vector velocity visual volume voluntary wessberg with http://books.nips.cc/papers/files/nips19/NIPS2006_0280.pdf 14 Temporal and Cross-Subject Probabilistic Models for fMRI Prediction Tasks abstract activity analysis annals approach base based bold boyd boynton brain cation chigirev classi classifying cognition cognitive competition conditional contents cortex cortical data decode decoding detecting distributed distributions during elds engel experience features florence fmri frackowiak friston frith from fuhrmann functional gaussian general glover graphical graphs hasson heeger holmes html http human hutchinson icml image images imaging inferring interpretation intersubject italy journal just kamitani kiiveri labeling lafferty lauritzen learning levy linear logothetis machine magnetic malach maps markov matlab mccallum meeting mind mitchell models natural nature networks neural neuroimage neurosci neuroscience newman niculescu nite olivetti over oxford parametric patterns pereira pitt pittsburgh poline predicting presented press probabilistic process random reading recurrent references regression resonance savoya science segmenting sequence signal software sona speed stanford states statistical statistics stephens subjective supervoxels synchronization systems team tong underpinnings university veeramachaneni vision visual wang what with worsley york your http://books.nips.cc/papers/files/nips19/NIPS2006_0479.pdf 19 Dirichlet-Enhanced Spam Filtering based on Biased Samples address advances agent analysis annals anti arthur arti based bayesian benjamin bianca bias blei bryan carnegie categorization cation chain cial class classi computational computer conference corpus correcting cost covariate dahl data dataset density dimensional dirichlet dissertation doctoral drucker dudik econometrica elkan email enron entropy eric error estimation european evaluating feedback ferguson focus foundations from graphical heckman hierarchical high holloway honey ieee imbalance information intelligent intellligence international introduction japkowicz joint jordan journal kellera klimt komarek langheinrich learning lecture linear logistic machine machines mail markov matthew maximum mellon methods mining mixture model modelling models months muller multi neal networks neural nonparametric notes oles pages phillips prince problem problems proceedings process processing project references regression regularized research retrieval sample sampling schapire science selection sensitive shift some spam spammers speci springer statistics steal stephen study sugiyama support switching systematic systems text transactions tresp under understanding university vapnik variational vector volker volume with yang yiming your zadrozny zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0303.pdf 42 Support Vector Machines on a Budget academic advances algorithm algorithms american analysis annual april aronszajn asymptotic bakir bartlett based bennett best bianchi boser boyd budget building burges cambridge cation cesa chen classi combining complexity computational conditional conference convex crammer cristianini cybernetics data decision dekel direct editors estimating fast feature fifth first forgetron gentile girosi guyon holmstedt horn hyperplane ieee information input international interpolation introduction johnson journal kandola kernel kernels knirsch learning machine machines mangasarian margin mathematica mathematical matrix method methods mika minimal mining mirror muller multiple networks neural nineteenth normed online operators optimal optimization osuna pages part perceptron platt press probabilities proc processing programming quasi ratsch reduced reducing references reproducing research results rsvm rules scandinavica scholkopf september sequential seventeenth shalev sharpley shawe shwartz siam simple simpli singer smola society some space spaces sparse sparseness statistical support systems taylor tewari theory thirteenth time tracking training transactions university using vandenberghe vapnik vector versus wiley with workshop http://books.nips.cc/papers/files/nips19/NIPS2006_0051.pdf 103 Aggregating Classification Accuracy across Time: Application to Single Trial EEG activity actual advances alois alpha alternative analysis anderson annual antonova arabibar arch babiloni band based becker benjamin bernhard between binary bining biomed birbaumer birch blankertz brain cambridge carducci cation caused charles christin cincotti class classi claus clin combining communication competition compo computer conference control cortex cortical crease curio dean dennis desynchronization discrimination dornhege duda during dynamics edition editors electrical electrocorticograms electroenceph electroencephalogr electroencephalographic embs engineering enhancement erences evaluation event extension features feedback first flotzinger following gabriel gamma gary gaul gert gerwin gesel guide guido gyrus hand hansen hari hart high human huttunen ieee imagery imaginary imagination improve information inforo integrated interface interfaces involvement jasper jects john jonathan journal jousm kation keinrath klassi klaus krusienski lawrence left lemm lett line linear linkenkaer lkopf lschaft magnetoencephalographic mation mcfarland median mensh meterol methods michael mill modeling modulation moniemi motor movement movements muller multi multichannel natural nerve neuper neural neuroimage neurol neuromagnetic neurophysiol neurosci neuroscience niels niemi nikouline nips obermayer oscillations paced pages pattern pfurtscheller potentials power practical preceding precentral pregenzer press primary proachs probabilistic problems proc proceedings processing psychiatrie rates references regulated rehab related resolution rhythm rhythms right robert rolandic rossini salenius salmelin saul schalk scherer schl schnitzler schr sebastian self sensoria sensorimotor seung signals single skull slow sons steven stimulation stork study suppression systems tasks temporally theresa through thrun torrence trans transfer trends trial upon validating vaughan view volume voluntary wavelet weihs werfer wikstr wiley with wolfgang wolpaw york zeitschrift http://books.nips.cc/papers/files/nips19/NIPS2006_0272.pdf 30 Implicit Online Learning with Kernels ability adaptation aggressive algorithms analysis bianchi cambridge cesa computation computing conconi convex crammer dekel descent exponentiated flannery generalization gentile gradient hilbert ieee information isbn john journal kernel kernels keshet kivinen learning line linear machine mathematics numerical online passive predictors press princeton processing recipes references reproducing research rockafellar schraudolph scienti series shalev shwartz signal singer size smola sons space statistical step teukolsky theory trans transactions university vapnik versus vetterling vishwanathan volume warmuth wiley williamson with york http://books.nips.cc/papers/files/nips19/NIPS2006_0147.pdf 41 Differential Entropic Clustering of Multivariate Gaussians adaptation aiken algorithm application approximate austin automating banerjee based bases batch behavior berkeley bregman cation classi classifying clustering common communication comp conference convex cover data davis debugging deshpande dhillon distributions divergence divergences divisive duda elements entropy estimation european eurospeech feature gaussian ghosh guestrin hart hellerstein hmmbased hong http information intel international interpolation john joint jordan journal kitamura kobayashi kumar labdata large learning liblit line machine madden mallela masuko mathematical mathematics merugu method mining mixtures model myrvoll navel nding networks neural normal pages parameter pattern physics point problems processing program programming programs querying ramadan references relaxation report research rossbach sampled sensor series sets siam singer software solutions sons soong speaker speech statistical stork support synthesis systems technical technology telecommunications texas text theoretic theory thomas tokuda university ussr very volume warmuth wiley witchel with yoshimura zheng http://books.nips.cc/papers/files/nips19/NIPS2006_0716.pdf 122 Modeling Dyadic Data with Binary Latent Factors algorithm american analysis anti appear arti association autoencoders bayesian biological bloom botstein brown buffet caligiuri cancer cation cause cial class classi clustering coller combinatorial competition computation concepts conference course cybernetics data dayan department description direct dirichlet discovery downing eisen energy expression factorial feature first flour foldiak forming free gaasenbeek gene ghahramani golub grif hartigan hastie hebbian helmholtz hinton huard indian intelligence jain journal kaufmann kemp lander latent lazzeroni learning lecture length local matrix merging mesirov methods microarray minimum mixture model models molecular monitoring morgan multiple national neal neural nips nite nonconjugate notes owen pitman plaid prediction press proceedings process processes references relational report representations ross saund science sinica slonim sparse splitting stanford statistica statistical statistics stochastic systems tamayo technical tenebaum tibshirani twenty ueda university unsupervised volume with yamada zemel http://books.nips.cc/papers/files/nips19/NIPS2006_0049.pdf 137 Parameter Expanded Variational Bayesian Methods accelerate algorithm algorithms american applications approximate association augmentation bayesian beal biometrika bishop college computation computational conference conjugategradient convergence convex coordinate data descent differentiable discussion dissertation doctoral expansion expectation gatsby ghahramani graphical html http inference international interpolation introduction jaakkola jordan journal learning london machine machines mackay meng method methods minimization models neural neuroscience nips optimization papers parameter press proceedings references relevance roweis rubin salakhutdinov saul statistical statistics theory tipping tommi tseng unit university variational vector with http://books.nips.cc/papers/files/nips19/NIPS2006_0205.pdf 104 Uncertainty, phase and oscillatory hippocampal recall abbott about acknowledgments advances allowing analogue analysis anderson annu anticipated appropriate assumed banks battaglia bayesian between binary biol both brain cambridge case certainty characterize charitable circular codes combine complex comput conceivable concentration consolidation coordinated could coupled coupling covary cycle data dayan different dimension direction discussions distribution distributional during dynamically entropy equation erdi ernst exactly express fact finally fisher form found foundation francesco frequencies from funding future gatsby given gold grateful gure handbook have helpful hinton hippocampus however huxter ieee important indicate information instance interaction jeehyun jones just keefe kording kwag lack laramie lengyel mackay maximum measurable memories methods model most multiple nature necortex need netw networks neural neuron neuronal neurons neurosci neuroscience only oscillating oscillations paulsen peterson phase physical plos population pouget press processing produce rate rates recce references representing retrieval review ring same seems sensitive shadlen siapas since sommer space spikes statistical systems szalisznyo that their theoretical theory this though time times trans uncertainty understanding university used using very ways weak weakly where wilson with within wolpert work yoshioka http://books.nips.cc/papers/files/nips19/NIPS2006_0585.pdf 109 Learnability and the Doubling Dimension against alexander algorithms almost alon american among analyze annals anthony appear applications approximation associated association assouad balls bartlett based beacons berkeley beygelzimer bins black boolean bound bounded bounds bousquet brics bull bypassing cambridge capacity central chan chernoff chosen classes collection collections combinatorial combining compact completes complexities complexity computational conference construction convergence course cover cube dans data decreasing dependence dependencies desh devdatt devroye dimension dimensional discrete disjoint distance distortion distribution doubling dubhashi dudley embedding embeddings emma empirical entropy epsilon erdos estimating estimation every exactly fast focs foundations fractals france from functional functions geer geometries geometry growth gupta gyor halfspaces haussler have hierarchical hoeffding honor icalp icml ieee index indicate inequality information integer international jack jerzy joag journal kakade kernel kiefer kleinberg kolmogorov komlos krauthgamer kuhn langford learning lecture lements lemma letters limit lipschitziens local locality location long lower lugosi machine maggs math mathematical mathematics measures mendel mendelson method methods metrics moscibroda motwani navigating nearest negative negatively neighbor neighbors nets network networks neural neyman nition notes numbers object otherwise pach packing pages pair pattern peled performance plongements podc press priebe probabilistic probability proc proceedings processes processing programming proof proschan proximity pseudo rademacher raghavan random randomized ranjan rates recognition references report representations research respect rings routing sample satisfy schemes search sept series sets seventh sicomp simple slivkins small society soda spaces spencer sphere springer standard statistical statistics stoc structures study subsets talwar technical their then theorem theorems theoretical theory through tight tihomirov transactions translations trees triangulation uniform uniformly university upper using vaart vapnik vapnikchervonenkis variables verlag volker volume wattenhofer weak weighted wellner wexler whether wiley with woeginger workshop york zhang zhou http://books.nips.cc/papers/files/nips19/NIPS2006_0470.pdf 108 Generalized Regularized Least-Squares Learning with Predefined Features in a Hilbert Space again algorithms anal analysis appl approaches approx architectures arsenin basis beatson billings cambridge cation classi clustering colt comput conditionally constr cristianini data dealing decomposition distances distributions domain equations equivalent error estimates eurocolt everything evgeniou fast fresh function functions fung generalized girosi herbrich historical hofmann http incorrectly institute interpolation john jones kernel kernels kimeldorf language latent learning least lett light look machine machines mangasarian massachusetts math mathematics matrices mccallum methods micchelli modeling models morozov multilayer networks neural nite numer observational pattern poggio pontil posed positive press probabilistic problems process proximal radial references regularization representer results retrieval rifkin scattered scholkopf science semantic siam smale smola solution solutions solving some sons spaces spline springer squares statistical support suykens taylor tchebychef technology text that theorem theory thesis tikhonov toolkit translates university vandewalle vapnik vector verlag wahba wayne wiley winston with http://books.nips.cc/papers/files/nips19/NIPS2006_0161.pdf 125 Multi-Robot Negotiation: Approximating the Set of Subgame Perfect Equilibria in General-Sum Sto chastic Games about algorithm approximating ariel arti athena avoiding bargaining berlin bernstein bertsekas brafman carnegie castle chris cial cient commerce complexity computer conference conitzer control cryptographic curse david dimensionality discounting dodis doraszelski dutta dynamic dynamics econometrica economic electronic equilibria equilibrium folk fudenberg game games general gordon halevi hansen hill incomplete information intel january journal judd kenneth krishna learning lecture levine ligence littman maskin massachusetts mellon michael model multi multilateral murray nash national nber negotiation nineteenth notes observable optimal page pages paper partially perfect peter polynomial problem proceedings programming rabin references repeated report results review robot rubinstein sandholm school science scienti serrano shai solution springer stochastic stone studies subgame technical tennenholtz theorem theoretic theory time ulrich university volume with working yevgeniy zilberstein http://books.nips.cc/papers/files/nips19/NIPS2006_0749.pdf 44 Learning to Traverse Image Manifolds active analysis animation appearance audio automatic based belongie bengio bernardo beymer bilinear blanz brand bregler characters charting christoph chuang cient clustering cohn comp component computation computer content cootes covell cvpr dahmen delalleau denker deshpande detailed dimensional dimensionality distance dollar driving eccv ecml edwards eigenmaps eigenvalue elements epitomic essa example expression extensions face facial framework freeman frey friedman from generation geometric global globally goncalves graphics groups hastie iccv ieee ijcv image invariance invariant isomap jmlr jojic joshua kanade kannan kernel keysers langford learning lecun linear local locally macherey malcolm manifold manifolds meticulously michele model models monperrus moriyama morphable muller murase nayar networks neur neural nips nite nonlinear objects ouimet paci page pages paiement pami patent pattern perception perona poggio problem programming propagation rabaud recognition recognitiontangent reduction references region report rewrite roux roweis ruderman salesin sample saul schodl scholkopf science semide separating shape siggraph silva simard slaney smola smoothing society space spectral speech springer statistical style synthetic szeliski tangent taylor technical tenenbaum textures think thomas tibshirani trade transformation traverse tricks tting ucsd unsupervised using variability vetter victorri video view vincent visual volker washington weinberger william with xiao zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0201.pdf 66 Adaptive Spatial Filters with predefined Region of Interest for EEG based Brain-Computer-Interfaces abnormal activity analysis arch baillet based basic between biomedical birbaumer blanchard blankertz brain braincomputer cation classi clinical cohen communication comparison competition components control controlled data delorme desynchronization discrimination duda during dynamics edition eeglab effect electric electrical electrocorticograms electroencephalogram electroencephalography electromagnetic engineering event extraction fields flotzinger gerking gerson gyrus hand hart ieee imagination imagined interfaces jasper journal koles leahy left linear lopes ltering magazine magnetoencephalogram makeig mapping mcfarland methods modulations mosher movement mueller neuper neuroimage neurol neurophysics neurophysiology neuroscience nunez open optimal oxford parra pattern patterns pfurtscheller precentral pregenzer press principles processing psychiat quantitative ramoser recipes references rehabilitation related right rythm sajda self shrinivasan signal silva single source spatial spence stork synchronization toolbox topographic transactions trial university upon vaughan voluntary wiley wolpaw http://books.nips.cc/papers/files/nips19/NIPS2006_0273.pdf 177 Generalized Maximum Margin Clustering and Unsup ervised Kernel Learning aaai advances algorithm alignment amer analysis appl approach arti bach bartlett burges chung cial class clustering conf conference crisp cristianini cuts data densities ding elissee erty ghahramani ghaoui graph hartigan ieee image information intel jordan journal kandola kang kernel kernels lanckriet larson laurent learning ligence likelihood machine machines malik manor margin math matrix maximum means methods michael mining mixture multi national neufeld neural neurocomputing nips nite nonparametric normalized optimizing pages partitioning pattern perona probabilistic proc proceedings processing programming redner references research review schuurmans segmentation self semi semide shawe siam simon society spectral statist supervised support systems target taylor theorems theory transactions transforms tuning uniqueness unsupervised vector walker weiss with wong zelnik http://books.nips.cc/papers/files/nips19/NIPS2006_0458.pdf 173 Learning Motion Style Synthesis from Perceptual Observations acoustics adverbs algorithm analysis animated animation annual application arikan articulated assisted automated avatars badler bartenieff based bodenheimer body brand bregler burges cambridge capture chai character cohen complex computer computing conference connected connections constrained control costa cristianini data drucker dynamic edition effort emote examples extraction forsyth from fundamentals giese gleicher graphics gure hackney hahn heath hertzmann hill hodgins human ieee integration interactive international interpolation introduction introductory journal july kaufman kernel kovar large learning level machines making manipulation mathematical mcgraw methods model models morphable motion motions multidimensional murray nature nips other pages parameterization patterns poggio pollard popovic press proc proceedings processing programming pullen pulli recognition references regression reitsma robotic rose routledge sastry scienti second series sets shape shawe shum siggraph signal smola speech springer stage statistical style support survey synthesis synthesizing taylor texture texturing theory through total transactions translation university vapnik vector verbs vision wang wiley with word zhao http://books.nips.cc/papers/files/nips19/NIPS2006_0257.pdf 195 Doubly Stochastic Normalization for Spectral Clustering about aided algorithm amer analysis annals approach assoc beijing chan china circuits claim closest clustering computer conerning conference converging csiszar cuts data derivative design dhillon diag diagonal discovery distributions divergence doubly dykstra eigenvectors entropy error extension following form from functional geometry given guan hard have ieee image information integrated intelligence international iterative jordan kernel knopp knowledge kulis lagrangian least machine malik math matrices matrix means measure minimization minimizes mining multiclass must negative neumann neural nips normalization normalized obtain operators paci pages partitioning pattern press princeton probabilistic probability problem problems procedure proceedings processing proof proportional proposition ratio recognition references regression relative respect restricted schlag segmentation shashua since sinkhorn some spectral squares stat stochastic symmetric systems then transactions tting under unifying unique university using version view vision weiss which with zass zien http://books.nips.cc/papers/files/nips19/NIPS2006_0137.pdf 161 A recipe for optimizing a time-histogram action addison adrian among analysis approach basis biophysical blahut choice computation cortical cover daley data density dependent differences electrophysiological elements empirical estimators from fujita general gerstein histogram histograms information introduction john jones journal kernel kiang koyama laminar mass mathematical miyazaki neural neurons neurophysiology norton organs patterns physics point poisson practice primate principles processes quantitative random reading references regional ring rudemo scandinavian selection sensation sense shima shinomoto single snyder sons spiking springerverlag statistics tamura tanji theory thomas time vere vivo wesley width wiley york http://books.nips.cc/papers/files/nips19/NIPS2006_0899.pdf 141 Learning to parse images of articulated bodies able across ambiguous approach arti articulations based because belief berg between body borenstein both bottom bray capture cases chapter class cohen collection collins color combining computer constraints cuts cvpr data dataset deformable deformations dissimilarity down driven dynamic easier eccv edge edition efros entire estimate estimating estimation even extreme fairly felzenszwalb figure foreground forsyth gang good graph gurations hall hierarchical histograms horse horses human humans huttenlocher hybrid iccv image images initial intelligence iter january june kohli kumar learned learning localization malik many maps mcmc model models modern mori much multiple nding norvig objcut object original pages pair pairwise parse particular parts people perplexity pictorial pose posecut poses posterior prentice present propagation proposal quantify quite ramanan recognition recognized recovering rectangles references region results rich right rigid russell sample score search seems segmentation show similar similarity simplistic simultaneous sminchisescu some speci static still strike stronger structures stylized suggests surprising table tend than that this though torr tracking training ullman using vision weizmann with zhang zisserman http://books.nips.cc/papers/files/nips19/NIPS2006_0308.pdf 105 Blind Motion Deblurring Using Image Statistics academic acha acoustics agarwala america analysis anisotropic annealing apostoloff applied arti assisted baraniuk bardsley bascle based bayesian bctv belongie better black blake blind blur blurred buhmann camera cannon canon capture caron cation choi cial comput conf contour control cross cvpr darrell data deblurring deconvolution demosaicing depth derivative detection deterministic diffusion digital direct eccv ections edge elder estimation experts exploiting express extracted ezra favaro fergus fields fitzgibbon focus formation forward fourier framework freeman from function gamal generalized global handbook hatzinakos hofmann html http iccv identi ieee illconditioned image images ingebretsen inpaint interactive iterative jefferies josa journal kiryati kluwer kopeika kundur lantzman learning learnt letters leung levin local lter lucy magazine malik matting mersereau method modeling motion multiple nagy namazi nayar neelamani noniterative optical optics optis organization osher pairing pami panorama pattern peleg perceptual photograph photographic photomontage plemmons prior priors proc processing puzicha pyramid recog recognition reeves references regularized removing resolution restoration richardson rollins roth route russell scale scanning sctv segmentation separation sequence shake shape shiand siggraph signal simoncelli simultaneous single slit soatto sochen society sparse sparsity spatiallyvarying speech stabilizer stationary statistical statistics stockham super superresolution systems tappen texture than through trans transactions unsupervised user using validation variational vese video vision wavelet weiss what with wohn yitzhaky zheng zisserman zomet zucker http://books.nips.cc/papers/files/nips19/NIPS2006_0915.pdf 77 Correcting Sample Selection Bias by Unlabeled Data advances altun american analysis associated association atlanta based behavior berger bias bioinformatics blanchette borg borgwardt bounded breast brors cancer casella cation cell chen classi clinical compl computation conference consistency consistent convariance correcting correlates covariate cross damico data decisions density dependent dimensional distinct distribution dressman dudik duxbury econometrica edition eils entropy error estimating estimation estrogen evaluating expression febbo ferno function gene generalization gish gretton grove gruvberger hastie heckman high hoeffding hofmann huang human icassp icml identi improves improving inequalities inference inferring information input interdependent international ishida jackson joachims journal kernel label ladd large learning likelihood machine machines manola margin marks maximum mechanisms meltzer method methods microarray muller neural nevins nips nonstandard olson output paci pages panavally patterns peterson phenotypes phillips planning platform platt pnas predicting predictive press probability problem proc processing prostate random rasch receptor references remarkably renshaw report research richie ringner ross rosset saal sample sampling schapire schmidt scholkopf selection semisupervised shawe shift shimodaira singh situations smola spang speaker speci statistical statistics status steinwart structured sugiyama sums support systems tamayo taylor technical tsochantaridis uence under universally university unlabeled using variables vector wahba warnat waterloo weighting west williamson with zadrozny zuzan http://books.nips.cc/papers/files/nips19/NIPS2006_0806.pdf 202 Unsupervised Learning of a Probabilistic Grammar for Object Detection and Parsing acknowledge advances algorithm analysis application april arti bayesian brady cambridge case categorial cation chen cial ciently class classi cloth collins comp composite computer conditional conf conference constituent context data dechter della description diagrams distinctive elds entropy factor feature features fergus fields form foundation fourteenth friedman from grammar grammars grant graphical gratefully hoboken icml ieee image inducing induction information intelligence international invariant jersey jordan journal june kadir keck keypoints klein labeling lafferty language learning little logical lowe machine manning mateescu mcallester mccallum meila minimax missing mixture mixtures model modeling models mumford natural networks neural nips november number object pattern pereira perona pietra press principle probabilistic proc processing random recognition references research ripley robert rubin saliency scale search segmenting sentences sequence sketching spaces statistical structural structured support systems templates texture transactions trees uncertainty university unsupervised using vision wiley with york zettlemoyer zisserman http://books.nips.cc/papers/files/nips19/NIPS2006_0124.pdf 28 Max-margin classification of incomplete data algebra alspector analysis applications approach autocorrelation barkai berg beyond bias bioinformatics biotechnology bottou boyd budding calamai cambridge carroll cation cause cerevisiae church classi collins conditional cone constrained control correspondence cowan cvpr darrell data discriminative distortion editors elds expression falvo famili feature features february filling forster from gaps genome gerke ghahramani global gradient graph grauman howson iccv icml ihmels image incomplete inference information ject jected jensen jordan jorge kernels kharchenko learning lebret levy linear linearly linkage little lobo localization machines malik match matching math metabolic methods missing more nature network neville nielsen nips optimization order pages palsson paul press principles problems program programming protein pyramid quattoni random recognition reconstruction references regularization relational research rubin saccharomyces saul scale scholkopf second selection sets shape shea smola springerverlag statistical supervised support tesauro theory transcriptional using vandenberghe vapnik vector vert vitkup volume weiss weissman wiley with yamanishi yeast http://books.nips.cc/papers/files/nips19/NIPS2006_0127.pdf 98 Modelling transcriptional regulation using Gaussian processes aaai academy across activity affymetrix analysis application arti barenco based bayesian berlin biochemical bioinformatics biological biology boscolo brewer callard cation chips cial component components computation conference data deterministic differential dynamic dynamical editors equations factor fawcett finland from gaussian genome girolami graepel hidden hubank identi inference intelligence international james june khanin lawrence learning lecture liao linear machine mechanism methods microarray milo mishra model modeling monk multiple murray national nature neal network networks neural niranjan nite noisy notes operator ordinary pages partial pearlmutter prediction press priors probabilistic probelevel proceedings process processes quantitative ranked rasmussen rattray reconstruction references regulation regulatory rogers roychowdhury sabatti sanguinetti sciences signals smith society solving sparse springer stark statistical statistics structural systems targets tomescu tractable tran transactions transcription transformations tuusula unravelling using variable verlag volume williams winkler with yang http://books.nips.cc/papers/files/nips19/NIPS2006_0318.pdf 47 A Small World Threshold for Economic Network Formation albers albert allocation anshelevich barabasi behavior bilateral brockmann cambridge case ciency clubs coalitions connected corbo cost creation dasgupta degrees demange design duncan economics editors eilts emergence equilibria even expiermental fabrikant fair focs formation game geisel group hufnagel human jackson kleinberg klienberg koutsoupias laszlo laws luthra maneva mansour mass miligram models nash nature navigation network networks norton pages papadimitriou parkes podc price problem proc proceedings random references roditty roughgarden scaling science shenker small sociometry soda stability stacs study survey tardos travel travers watts wexler with wooders world worst http://books.nips.cc/papers/files/nips19/NIPS2006_0216.pdf 25 Sparse Multinomial Logistic Regression via Bayesian L1 Regularisation absolute academic adaptive adjusting advances algorithm algorithms analysis angle annals anonymous applications applied approach april architectures arsenin arti associated author authors back backpropagation based basis bayesian berger bias bienenstock binding bioinformatics biology biostatistics bioucas bishop boden bounds bridle buntine cancer canu carin categorization catio cation cawley chapman choosing chow cial cient class classi comments complex computation computing conference conjugate constructive csrp decaestecker decision deconvolution dias dilema discriminant dougherty doursat edition editors efron entres epsrc equivalent error european eusipco evidence factor fast faul features february feedforward figueiredo florence fogelman fradkin framework frey function geman gene generalisation generalized genkin gradients gradshteyn grandvalet grant hall hartemink hastie helpful herault hosmer identi ieee image information integrals intelligence international interpretation italy january john johnstone journal june keerthi krishnapuram laplace lasso latinne learning least lemeshow lewis likelihood linear logistic machine mackay madigan majorization march marginal marquardt maximisation mccullagh mclachlan methods microarrays minimization models monographs multi multinomial narlikar nelder network networks neural neurocomputing niklasson ninth october oles oliveira optimum outcomes outputs oxford pages pattern penalisation penalized perspectives posed press prior priori probabilistic probabilities probability probit problems procedure proceedings processing products propagation pruning quadra quivalence radial recognition references regression regularisation regularised regularization reject relationships relevance report research retrieval reveal reviewers ridge royal ryzhic saerens second selection september sequence series shevade shrinkage signal simple sites size skovde society solutions soulie sparse sparseness springer sprse statistical statistics step structural supervised supported sussex sweeden systems table talbot technical text thank their theory tibshirani tikhonov tipping total tradeoff transactions transcription university using variance variation vector verlag volume wang weigend west wiley williams with workshop york zhang zhou ziemske http://books.nips.cc/papers/files/nips19/NIPS2006_0826.pdf 54 iLSTD: Eligibility Traces and Convergence Analysis aaai adaptive advances alberta alborz algorithms analysis approximation arti athena automatic barto behavior benjamin bertsekas bowling boyan bradtke cial coarse coding conference control difference differences dmitri dynamic environment examples first francisco function generalization geramifard gregory html http ieee incremental information intelligence international introduction john justin kaufmann keepaway kuhlmann learning least library linear machine methods michael morgan national neural neuro pages peter predict press proceedings processing programming references reinforcement richard rlai robocup scienti sixteenth soccer society sparse squares stone successful sutton systems technical temporal temporaldifference transactions tsitsiklis twenty ualberta university update using with http://books.nips.cc/papers/files/nips19/NIPS2006_0151.pdf 149 Large Scale Hidden Semi-Markov SVMs aaai abstraction academic accurate algorithm altun analysis annotating annotation applications approach arti asymptotically based belkin between bioinformatics biology bounds brejova brown burge caenorhabditis california cation chasin cial classes classi codes cohen complete comprehensive computational conditional conf convolutional decoding different editor editors eeckman elds elegans error exonhunter extraction fawcett february framework gaussian gene generalized genes genome genomes genomic guestrin haussler hefter heller hidden hofmann human icml identi ieee improving informat information intelligence into irvine ismb janssen joachims journal karlin kernel kluwer koller korf kulp large learn learning learrning leslie lewin limnios mach machine machines margin markov maximum mcallester mdps menlo methods model models molecular mrna muller multiple nature nding networks nips novel optimal optimally output oxford pages park parsing plos precup prediction press proc proceedings process rabiner random ratsch recognition reese references reinforcement research sarawagi scholkopf segmental segmenting selected semi september sequence sequences singh site smola sommer sonnenburg spaces speech splice splicing springer srinivasan statistical stormo structured structures supervised suppl support sutton taskar temporal theory thesis trans tsochantaridis tsuda tutorial types university using vapnik variables vector verlag vert vinar viterbi witte york zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0685.pdf 146 Computation of Similarity Measures for Sequential Data using Generalized Suffix Trees abouelhoda academic accurate addison advances algorithmica algorithms alignment alphabets alternatively analysis anderberg annual anomaly applications arnold arrays arts attacks automata bartlett beyond biocomputing bioinformatics bollmann buhmann cambridge canu categorization cation chapter cient classi cluster cohen cohn collection communications computation computer construction convolution cristianini cruz dagm damashek darpa data december detecting detection dimva discovery discrete discriminative documentation dortmund drucker dynamic editors elegans embedding engineering enhanced eskin evaluation exons fast feature features framework francisco fredkin freeman fried gapped gauging geometric graepel grams haines haussler herbrich human icml icmp ieee independent information initiation input intrusion intrusions joachims journal july june kawanabe kearns kernel kernels kindermann kluwer knuth korba kurtz labs language large laskov laub leaning learning lengauer leopold leslie lewis line linear lippmann lodhi look machine machines many margin mary matching mathematics measures memory methods metric mika mining mismatch models muller network networks neural noble numerical obermayer ohlebusch online optimal over paci pages pairwise pami pattern portnoy positive prerau preserving press principles proc proceedings processing programming protein proximity rase ratsch recognition recognize references relevant replacing report represent research retrieval reuters rieck roth rousu salton santa saunders scholkopf schuurmans science sdorra security september sequences sequential shawe similarity sites smola sneath sokal solla sonnenburg space spam spectrum spliced starts statistical stolfo string strings structures substring support switching symp symposium systems taxonomy taylor technical test text texts that theory trans transactions transcription translation tree trees trie ucsc ukkonen university unknown unlabeled unsupervised using vapnik vector viii vishwanathan volume watkins weiner wesley weston wiley with york zien http://books.nips.cc/papers/files/nips19/NIPS2006_0407.pdf 22 Denoising and Dimension Reduction in Feature Space accurate adaboost advances algorithms amount analysis appear application applied approximated approximating approximation assume assuming asymptotic asymptotically asymptotics available based bernoulli between blanchard bonn bound bounded bounds braun burges claimed clustering collect combining component components computation concerning consequently constant contribution convergence data denoted derive diagonal dimensionality diss effective eigenfunctions eigenspaces eigenvalue eigenvalues either electronically elements error especially estimates example expansion expect feature finally first from function functions furthermore gine given gunnar here holds http ieee industrial information input integral introduction itsreigenvectors journal kernel kernels knirsch koltchinskii large larger learning lemma machine march margins math mathematics matrices matrix measure measured mercer methods mika mikio models muller networks neural next nips nitions noising nonlinear ntaining number observational obtain online onoda operators orthogonal performing press principal probability problem processing progress projections proof properties random rate rather rathsch ratsch reasonably references regression replace research rough sample scholkopf scholz second september series since size small smola society soft some space spectra spectral spline statistical systems term terms than that their theorem theory thesis this three transaction transactions truncated truncating tsuda unibonn university using vapnik vectors verge volume wahba which whose wiley will with zhang zwald http://books.nips.cc/papers/files/nips19/NIPS2006_0200.pdf 12 AdaBoost is Consistent achieve acknowledge acknowledgments adaboost after algorithm algorithms american analog analyzed annals anthony application applications arcing association assumption award bagging banach bartlett base based bayes behavior berkeley between bickel boosting bound bounding bounds breiman california cambridge cannot case cation central ciently class classi combined computer conclusion consistency consistent convergence convex convexity david decision department derivative devroye discussion distributions dudley early empirical ensembles error exponential factor foundations freund from function further future gabor generalization generalized given gratefully gyor handle happens holds hypotheses implications imply increased inequality iterations jiang jordan journal know koltchinskii laszlo learning ledoux lessening limit line logit loss lugosi machine make margin martin mcauliffe methods michael michel minimization nding network neural nicolas nite number only other panchenko pattern peter pollard precludes predictor predictors press probabilistic probability process processes proof properties recognition references regression regularized relies report research resulting results richard risk ritov robert schapire sciences second showed similar since some spaces springer statistical statistics steps stopped stopping subject support system talagrand technical that their theorem theorems theoretic theoretical theory this though tong training trivial unclear under uniform university useful uses vayatis verlag versions weak wenxin what where whether will with work yoav york zakai zero zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0772.pdf 40 Kernels on Structured Objects Through Nested H is t o g r a m s academic accurate aistats akutsu algorithms alignment amari analysis bartlett based berg between biology bousquet caenorhabditis cation catoni chapelle christensen classi classify computational computer context convolution cristianini cruz cuturi darrell diffusion discrete discriminative elegans eskin features fukumizu geometry ghaoui graduate grauman haffner harmonic haussler hein hilbertian histogram iccv icml ieee image information jebara jmlr joachims jordan journal kernel kernels kluwer kondor lafferty lanckriet learning lebanon lecture leslie local location machine machines manifolds match mathematics matrix matsuda measures methods metrics mismatch molecular nagaoka networks neural nips nite noble notes novel optimization positive prediction press probability proc proceedings programming protein publishers pyramid ratsch references report representation research ressel saigo santa scholkopf semide semigroup semigroups sequences series sets site society sonnenburg splice springer statistical stochastic string strings structures subcellular support svms technical text texts theory transactions tree tsuda ueda using vapnik vector vectors verlag vert weston with http://books.nips.cc/papers/files/nips19/NIPS2006_0054.pdf 117 Effects of Stress and Genotype on Meta-parameter Dynamics in Reinforcement Learning abuse addiction advances affects agent amat ammassari amygdala annu arnaud arousing aston attention baratta barto basis behav behavior behavioral behaviors bland bowers brain butelman cambridge cells chavarriaga coeruleus cogn cohen comparative computing consolidation controllability cortex corticosterone crawley cues current dayan dependent determines diamond difference does dorsal doya drug effect emotional emotionally epub estimating exibility experience experiences facilitating flannery formation foster genes genetic genetics gerstner guaza harris hippocampal hippocampally hippocampus holmes impulsivity inbred information internal introduction investigations joels jones kimura kreek krugers laforge learning local localisation localization locus loscertales lost lter maier maze mcgaugh medial memories memory metalearning mice model modelling modulates montague morris motivation mouse navigation netw networks neural neuromodulation neurosci nielsen novel nucleus numerical oitzl olfactory paramters particle paul place plasticity prediction prefrontal presence press processing prog quantitative radcliffe rajkowski raphe recipes reference references regulation reinforcement require responsivity reward risk robust rossi rule samejima sandi schultz science scienti self sheynikhovich spatial strains stress stressed stressor strosslin studies substrate sutton synaptic systems taking temporal tests teukolsky teule thayer trends ueda uences under university using variables vetterling vulnerability water watkins wehner what wiegert work wrenn http://books.nips.cc/papers/files/nips19/NIPS2006_0763.pdf 51 Image Retrieval and Classification Using Local Distance Functions algorithms allwein application applications approach approximate april bags based batch bayesian belongie berg beyond biederman binary blitzer blur categories categorization category cation censor ciation class classes classi clustering collapsing combining comparisons components computation constraints contexts correspondence cortex could csail cvpr darrell dependent discriminative distance distortion exact examples features fergus framework from further generative geometric globerson grauman greyvalue hashing holub human iccv icml image incremental inspired invariant invariants jmlr joachims jordan kernels large lazebnik learning local locality localized lowe maire malik march margin match matching metric metrics model models mohr multiclass mutch natural nearest nearset neighbor nips object online optimization oxford pami parallel perona place poggio ponce press pseudo psychological puzicha pyramic pyramid recognition recognizing reducing references regions relative review roweis saul scale scene schapire schmid schutlz sensitive serre sets shalev shape sher shwartz sideinformation singer sparse spatial speed spill such tech template testing theory training trees understanding unifying university using version vision visual wang weinberger welling with wolf workshop xing zenios zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0515.pdf 106 Speakers optimize information density through syntactic reduction acoustical against alrenga ambiguities ambiguity america analysis annual approach arnold articulation association asudeh attachment avoiding aylett barcelona based bell berger between care charniak cognition collins cologne comprehension computational conference constancy constituent conversation corpus culty data della dgfs discontinuity down driven duration earley edinburgh editors effects effort elds elman empirical english entropy evaluation evidence exceptions expectation expecting explanation eyetracking features ferreira form fosler frequency from functional genzel german germany gildea girand grammar gregory hale head hypothesis ieee indicates inducing intelligence jaeger journal jurafsky keller lafferty language large levy lexical linguistic linguistics lussier machine maximum meeting memory methods model modeling models naacl natural optional order ordering pages parser parsing pattern pietra position predictability prediction predictor press principle probabilistic proceedings processing production prominence prosodic psycholinguistic random rate reduction redundancy references relationships relativizer resolution roark roland role sentences signal simon smooth society speech spontaneous stanford statistical stochastic structural structure suprasegmentals syntactic text that thesis transactions turk uencies uency unexpected university utterance variation very volume wasow wiese word workshop http://books.nips.cc/papers/files/nips19/NIPS2006_0498.pdf 21 Similarity by Composition actions alignment altschul amer assoc august bags bart based basic basri beyond birnbaum blank boiman categories class cuts cvpr detecting discovering distinctive efros features felzenszwalb fergus foundations freeman from gish gorelick huttenlocher iccv ijcv image images inference information invariant irani irregularities jmolbiol keypoints lazebnik learning lipman local localization lowe malik matching maximization miller mutual myers natural normalized object objects page pages pami parts perona pictorial ponce pyramid recognition recognizing references russell scale scene schmid search segmentation shapes shechtman sivic space spatial statist statistical structures their time tool ullman unsupervised video videoregister viola wells zisserman http://books.nips.cc/papers/files/nips19/NIPS2006_0642.pdf 150 Neurophysiological Evidence of Cooperative Mechanisms for Stereo Computation academy acknowledgments across active addition aertsen algorithm algorithms allison also ambiguity among analysis assemblies between binocular biological biophysics bonds bootstrap brody brown bruno calling chapman chicago circuitry cise coarseto cohesive columnar competition competitive computation computational connections connectivity consistent cooperation cooperative correlation correlations correspondence cortex cortical corticocortical cybernetics cyclopean data dependence depth depths detailed detection different discrimination disparities disparity distinct driven during dynamics early effective efron electrode empirical encoding enhance estimates fine firing foundations freeman frisby function functional future generating george gerstein gilbert global gradient grants guide habib hall have hawken highlights horizontal however huggins hypotheses ibsc importance improving inference inter interaction interactions intra intracortical intrinsic introduction issues jeff journal jpsth julesz keating kirkland kohn levitan limit local long macaque marr matching matter mayhew mechanism mechanisms mediated menz might modeling modulation moore more national nature networks neural neuronal neurons neurophysiological neurophysiology neuroscience nimh opposite orientation palm paris perception perkel physiology play poggio pollard potential prazdny predicted press previous primary principle proceedings processing provides range references removing ringach robust role rule sakmann same samonds science sciences second segundo shahar shapley signs similar smith software solving space specificity statistical stereo stereoscopic stimulus studies study suggested suggests support supported synapses synaptic synchronized synchronously synchrony technical tend thalamocortical thank that their these this through thus tibshirani tuned tuning underlies uniqueness university using visual weak wiesel with without york zucker http://books.nips.cc/papers/files/nips19/NIPS2006_0116.pdf 93 Multiple timescales and uncertainty in motor adaptation abbott accompany acquisition action adaptation adaptive adapts adjustment ambiguity amsterdam anderson anim annu annual anstis approach asme associated attention attenuates bahcall bahrick bamberg barnes basic becker behav behavioral bialek biol bouton brooks cascade cation character characteristics ciency cits code cognitive combination comp conference consolidation control dayan deblur detje different direction distinct doerner drew drives editor editors effect elsevier engineering erlbaum error extinction facilitates fairhall fast feedback fifth foreign forgetting fuchs fusi gain germany ghazzizadeh ghez ghilardi goldberg hillsdale hinton hopp hwang illusory interacting interference international interval inversely iwamoto john kalman kojima kowler krakauer language learn learning lewen linear long ltering maintenance mclaughlin memories memory metrics miller model modeling models modi monkey motor movement movements nature neural neurobiol neurobiology neuromodulation neuron neuronal neurophysiol neurophysiological neurosci neuroscience newell noto optimal pages parametric pavlik percept perform physiol plasticity plaut plos prediction primitives problems proceedings process processes prog psychol psychological psychophys rate recovery reduce references rescorla retinal retrieval robinson ruyter saccade saccadic schaub science senescence shadmehr shifts short size skill smith society soetedjo spacing spontaneous steveninck stored study substrate synaptically system templeton term thoroughman thought through timescales training transformations uncertainty underlie universitats using varies verlag visual visuomotor vocabulary wallman weights which with wurtz yoshida http://books.nips.cc/papers/files/nips19/NIPS2006_0134.pdf 127 Fundamental Limitations of Spectral Clustering aggregation algorithm amplifying analysis annual basri belgium belkin belongie benezit block bottleneck boundary brandt cheng chennubhotla chung clustering clusterings coarse coifman comp component conference contour cour cristianini cuts cvpr data decomposition detection diffusion dimensionality divide dupont ecml edition eigen eigenfunctions eigenmaps eigenvectors elements embedding fast filter fischer fokker fouss framework galun gardiner good graining graph half handbook harel iccv image information intensity jepson jordan kandola kannan kernel kevrekidis koren lafon laplacian learning leung lives machine malik manor maps markovian mathematics matrix measurements meila merge method methodology methods multiclass multiscale nadler netherlands nips niyogi normalized operators pami parameterization partitioning perona planck pods poland principal proceedings random reduction references regional relationships relaxation responses saerens segmentation self series shape sharon shawe sigmod slonim spectral springer statistics stochastic structure taylor techniques texture theory third tishby tuning unifying using vempala vetta view walks wang weiss with zelnik http://books.nips.cc/papers/files/nips19/NIPS2006_0574.pdf 23 Learning to Rank with Nonsmooth Cost Functions accuracy addison additive algorithm altun annals answering approach approximation area based bonn boosting buckley burges burkard calculus chatalbashev cient classi combining cortes curve deeds dence descent documents dodlier effectiveness evaluating evaluation freund friedman germany gradient guestrin hamilton hastie high highly hofmann hullender icml interdependent intervals iyer jarvelin joachims journal kekalainen koller large lauscius lazier learning logistic machine manifolds mann margin mathematica matveeva measure measures method methods microsoft models mohri mozer multiple multivariate naturalis nested newton nips optimisation optimizing output overview pages performance philosophiae prediciton preferences press principia question rank rankers references regression relevant renshaw report research retrieval retrieving robertson royal schapire shaked sigir singer society spaces spivak stability statistic statistical statistics structured support taskar technical tibshirani track trec tsochantaridis under using vector view voorhees wesley whitney wilcoxon with wolniewicz wong zaragoza http://books.nips.cc/papers/files/nips19/NIPS2006_0468.pdf 187 A Switched Gaussian Process for Estimating Disparity and Segmentation in Binocular Stereo active algorithms analysis approximate bakir based bayesian binocular blake cambridge candela cient color comaniciu computation computer computing conf correspondence criminisi cross cuts dagm data dense depth desnse dynamic estimation evaluation expectation fast feature forward frame franz from functions gaussian geiger geometry gibbs graph hartley icann ieee image implementation incremental inference information intelligence inter intra kanade kolmogorov ladendorf lawrence layer learning machine mackay maps matthies meer minka multiple neural objective occlusions ohta pages pattern press proc process processes programming propagation quinonero rasmussen recognition references regimes regression report research robust rother scanline scharstein search seeger segmentation selection sequences sgementation sinz spaces sparse speed stats stereo storkey switching symposium szeliski taxonomy technical trans unifying university using video view vision visual williams with yuille zabih zisserman http://books.nips.cc/papers/files/nips19/NIPS2006_0107.pdf 24 Conditional mean field advanced advances albers algorithm algorithms allerton analysers analysis annealed applying approach approximate approximation approximations arnold arti asymptotically average barkema bayesian beal belief berkeley besag between blessing bounds bucklew buntine calculation california carlo casella castillo cation chain chains chem cial cient class comment comput computer concentration conditional conditionally conference constrained counting coupling data dept deviations differences dimensionality discrete distributions distributive doucet edition editors eecs energy equality estimation exploiting exponential extension factor families field free freeman freitas function gaussian generalized ghahramani graph graphical graphs hamze hard heskes ieee ihler importance inference inform information integration intelligence interaction intractable jaakkola jaakola jakulin jarzynski jasra jerrum jordan junction kappen kitagawa large lattice lett lter markov mceliece mcmc mean measure method methods minimization mixtures models molecular monte moral muyan neal networks neural newman nonequilibrium nonlinear nonparametric normalization opper optimization oxford pages pairwise particle partition pattern phys physics practice press probabilistic problems proceedings processing propagation pubs recognition references rensen report robert rosenbluth russell saad sadowsky samplers sampling sarabia saul sequential sigmoid sinclair smoother space spatial speci springer state statist statistical statistics structures sudderth systems technical theory tractable trans tree uncertainty undirected univ university upper variational vision volume wainwright wiegerinck willsky workshop http://books.nips.cc/papers/files/nips19/NIPS2006_0873.pdf 176 Scalable Discriminative Learning for Natural Language Parsing and Translation abeille abney advances algorithm alignment amta applications automata available based best bfgs biewald bikel black boosting building burbank carpuat cation center challenges chap charniak chiang clark classi clsp coarse collins comon comparing comparison computational computationally conditional constituent corpora corpus coverage cowan data dauchet daume dence descent disambiguation discriminative dissertation doctoral dreyer driven echihabi elds emnlp english entropy erty europarl evaluation fast feature final flickenger function galley gdaniec gilleron gradient graehl grafting grammars grammatical grappa grishman groups groves hard harrison hastie head henderson hierarchical hopkins html http icml implementation improved incremental inference intricacies invariance iwpt jacquemard johns johnson joint journal klein knight koehn koller kucerova labeling lacker language learning lille linguistics logistic lugiez machine manning marcu marcus margin maxent maximum maximumentropy maxwell mccallum megam melamed model modeling models naacl name natural network neural notes october optimization overview paper parallel parsed parser parsing part path penn pennsylvania perceptron pereira perkins phrase phrases pike predictions probabilistic problems procedure processing purely quantitatively random rated ratnaparkhi references regression regularization regularized relaxed released report reranking research riezler roark rosset rotational rule santorini scalable schapire segmenting selection sense sequence shen singer space speech spmt statistical summit syntacti syntactic systematic tagger target taskar tata taylor tech techniques teyssier theiler tison training transducers translation tree treebank treebanks turian univ university using various vasserman vickrey wang wellington what with word workshop http://books.nips.cc/papers/files/nips19/NIPS2006_0495.pdf 10 Unified Inference for Variational Bayesian Linear Gaussian State-Space Models acknowledgments agencies algorithms analysis andrews application applications applicationsto approach approximate artech aspects audio authors automatic barber basic bayes bayesian beal berger bernardo bioinformatics biosignal bouman cemgil chiappa clinical college computation computational conference contained control davy dawid decomposition desynchronization different dirac discussion dooren dynamic ects editors elds electroencephalography ensemble estimation european event evidence factors falciani filtering funding gatsby gaussian genetic ghahramani godsill grewal harmonic herein hidden house ieee image implementations inference information interpolation john kailath kalman karhunen learning least letters liable linear lippincott london lopes lter mackay made manuscipt markov matlab maximisation method missing models morf musical networks neural neurophysiology neuroscience niedermeyer nonlinear numerical only oxford pages paper parameter park pfurtscheller phase practice press principles probabilistic processing project random rangel reconstructing references regulatory related review root roweis saquib sauer series shalom shumway signal signals silva smith smoothing software sons space springer square squares state statespace statistics stoffer supported synchronization techniques that theory thesis this time tomography tracking transactions unifying unit university unpublished unsupervised using valpola values variational verhaegen views vocoder wild wiley wilkins williams with work http://books.nips.cc/papers/files/nips19/NIPS2006_0103.pdf 116 Dynamic Foreground/Background Extraction from Images and Videos using Random Patches adaptive agrawala analysis appearance approach automatic avidan background based bayesian belongie bhat bill blake boundaries boundary boykov bressan brightness cation cient classi clustering code cohen colburn color comaniciu computer contour cues cutout cuts cvpr davis density detect detection dinstein discriminative distance distinctive dynamic eccv efros ensemble eric estimation extraction feature features felzenszwalb foreground fowlkes frdric from fukunaga gonzalez graph hager haralick hebert hoiem http huttenlocher iccv ieee ihler ijcv image images interactive intercluster invariant iterated jolly jurie kernel keypoints kolmogorov lazy learning letter leung level line local lowe malik mantock martin materials matlab maximum mean meer minimize mittal model modeling motion mubarak natural nearest neighbor nonparametric nowak object objects optimal pami paragios parametric paste photo recognition recognizing references region representing robust rother sampling scale scene scenes science segmentation shah shanmugam sheikh shift shtml shum siggraph snapping space strategies substraction synthesis tang tern textons texture theoretical threedimensional toolbox toward toyama tracking trans triggs using video visual vitria wang yaser http://books.nips.cc/papers/files/nips19/NIPS2006_0441.pdf 184 Attentional Processing on a Spike-Based VLSI Neural Network address advances analysis argesim asim attention attentional austria avlsi based between bishop boahen boston cambridge chips circuits coded coding communications competitive congress connectivity deiss douglas event fast feedback hahnloser hepp horiuchi ieee indiveri information infrastructure inputs integrate intelligence interactions international isbn issue itti koch maass machine mahowald maps model nature network networks neural neuroinformatics neuromorphic neuron neuronal neurons neuroscience niebur oster pattern point pointers press proceedings processing programmable pulse pulsed rapid rattay references reports saliency scene sept silicon special spiking symposium synaptic systems take temporal transactions using verlag vienna visual vlsi wang weights whatley winner world http://books.nips.cc/papers/files/nips19/NIPS2006_0467.pdf 143 Learning to be Bayesian without Supervision adapting amer american analysis annals applications approach assoc atlanta based bayes berger berkley binomial bull casella cases chapman conf continuous courant data december density dependencies discrete distribution donoho empirical estimation estimator estimators explicit exponential families gamma hall hwang hyvarinen ieee image improving inadmissible inst integrating inter internat introduction john johnstone journal learning least likelihood loader local luisier lwin machine maritz matching mathematcal mean methods miyasawa models multivariate negative normal normalized november october parameters poisson population practice prior proc raphan references report research robbins scale score scott shrinkage simoncelli simultaneous smoothness squares staistics standard stat statist statistical statistics stein sure symposium tech theory third thresholding unknown unser upon visualization wavelet wiley with without http://books.nips.cc/papers/files/nips19/NIPS2006_0501.pdf 136 Bayesian Image Super-resolution, Continued advances algorithms analysis appear applications approach armstrong baker barnard bayesian becker bishop borman break british cambridge capel cient communications computer conference cross dame dissertations distinguished edition editors elad enhancement estimation expansion farsiu from fundamental generalized geometry golub graphical hardie hartley high http icpr ieee image images imge improved improving indiana information intelligence irani isbn joint jose june kanade learning limits machine milanfar models mosaicing multiframe multiple nabney netlab neural nguyen nition notre obermayer optimizing pages parametric pattern peleg performance pickup practical press prior proc proceedings processing recognition references registration resolution restoration roberts robinson salient salientstills sampled schultz second september sequence sequences spie springer stevenson stills super superresolution systems texture them thesis thrun tipping topics transactions undersampled university using validation view vision visual volume with zisserman http://books.nips.cc/papers/files/nips19/NIPS2006_0305.pdf 29 Modeling General and Specific Aspects of Documents with a Probabilistic Topic Model ability about academy account accounts achieve achieved acknowledge acknowledgements adaptation allocation allowing allows american analysis annual approach approaches arti aspects background baldi based behavior being bioinformatics blei bonn both broader buntine canny cial classi clusters combination comparable compared comparing computer conclusion conference corpus cottrell croft data daume deerwester direction dirichlet discrete discussions document documents does domain dumais entire example excellent exceptions existing experimental experiments extends faced factor finding found foundation from fully furnas fusion future gains general generalize generated generative genomics germany grant grif harshman have hofmann indexing indicate individual individuals information initial institute intelligence interesting international into investigate jordan journal landauer latent learning limitations linear lofstrom machine manner marcu material methods mixture model modeled models multinomial national number other over performance perttu pierre precision probabilistic proceedings produced proposed provides query recently references relevant replaced research results retrieval science sciences scienti scores scoring search semantic showed shown sigir small society speci special standard state statistical steyvers structure such suffer supported systematic take tasks techniques terms thank that these this topic topics under upon useful valtonen variable very vogt weakness weighted when where with words work workshop http://books.nips.cc/papers/files/nips19/NIPS2006_0415.pdf 196 Nonnegative Sparse PCA acad alexandre algorithms analysis applied aspremont avidan baback badea based beresford binding biocomputing bounds cheng choice christoph codes coding comp component components computational computer conf conference constraints convex data direct doina dordrecht eigenvalue exact expression factorization factorizations finance floudas formulation gene gert ghaoui global graphical greedy guided hall handbook hastie heiler helps hoyer iccv ieee image imposing information intl jagannathan jolliffe jordan journal kluwer lanckriet large lasso laurent learning liviu localized machine matrix matthias michael modi moghaddam mudassir nature negative networks neural nickolay nips nite normalization objects october optimization paci pages parlett parts patrik pattern portfolios prentice principal problem proc proceedings processing programming publ quadratic ravi recognition reduction references representation research risk river rotation saddle schnorr semide september seung shai signal sparse sparseness spatially spectral statistics symmetric symposium systems technique tibshirani tilivea tongshu trenda uddin upper using vision visweswaran weiss with workshop wrong yair zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0460.pdf 132 The Neurodynamics of Belief Propagation on Binary Markov Random Fields approximate approximation arti bayesian belief bethe binary biophysics boltzmann chaos chapter cial circuits collective complexity comprehensive comput computation computational cortical distributions douglas edition exploring foundation francisco freeman geman generalizations gibbs graded hall have haykin heskes huang ieee images implementing inference intelligence john journal kappen kaufmann koch lakemeyer like loopy machines mahowald martin measured mech mechanics millenium mooij morgan natural nebel networks neural neurocomputing neurocytology neurons oxford pami pnas points prentice press propagation propagtion properties reduction references relaxation response restoration role second shon sons stat state statistical stochastic stoop stratford synapses those understanding uniqueness university weiss welling wiley with yedidia york http://books.nips.cc/papers/files/nips19/NIPS2006_0703.pdf 58 Approximate inference using planar graph decomposition agreement algorithms analysis annals approximations athena barahona based belief belmont berkeley bertsekas bounds cambridge class complexity computational constructing cuts dept deza diestel dimer discrete editor energy estimation exponential families fisher framework free freeman function generalized geometry glass graph graphical ieee inference information ising jaakkola jordan journal kasteleyn laurent learning linear lovasz matching math mathematics messagepassing metrics models nonlinear northholland partition phase phys physics planar plummer press product programming propagation references related reparameterization report scienti solution spin springe springer statistics technical theory trans transitions tree trees upper variational verlag volume wainwright weiss willsky yedidia york http://books.nips.cc/papers/files/nips19/NIPS2006_0667.pdf 78 Learning Time-Intensity Profiles of Human Activity using Non-Parametric Bayesian Models amer anal analysis applications applied approximate assoc bayesian beal beta blei breaking cascade chain chapman cifarelli comp computing connected consistent constructive cruz cyclic data density department dept dirichlet escobar estimation events extreme function functionals gamma gibbs graph hall helmers hierarchical homogeneous identity ieee inference information intensities intensity ishwaran james january jordan kottas mangku markov math methods mixture mixtures modeling models modulated multiscale multivar neal nips nite nition nonparametric normal nowak poisson prior priors process processes references reganzzini report sampling sanso santa scott series sethuraman silverman sinica smoothing smyth some spatial stat statist statistica statistical statistics stick submitted technical traf trans using value west willett with zitikis http://books.nips.cc/papers/files/nips19/NIPS2006_0480.pdf 86 A Nonparametric Approach to Bottom-Up Visual Saliency active advances algorithms allocation america analysis annual asymptotic attention baddeley based bayesian behaviors between beyond bottom bovik brie burges california cation center circuitry cognition comparison components computation computational computer conference consistency content contrast contribution coughlan covert data discharge discovery during dynamic edges entropy examination features fixation foveated franz frazor frequency from functional gaussian gaze geisler hauske high higher human identi ieee images information institute intelligence interactions interest international investigation itti iyer journal keerthi kernel kienzle knowledge koch krieger learning level locations machine machines made malik mammalian mannan maximization mechanism meeting minimizing mining model modeling movements natural network neural neurobiology neurophysiology niebur ning object operator optical order organization overt pages parkhurst patches pattern patterns perceptual peters position poster predict presented press privitera processing psychophysics quantifying quantitative rapid recognition references regions reinagel relationship renninger rentschler research retina role ruddock saccadic salience saliency scene scenes schill scholkopf sciences search selected selection selective shifts society spatial stark statistics steinwart support system systems tatler technology thesis those towards transactions tutorial uence ullman underlying vector verghese vision visual volume walther where wichmann with wooding workshop xate xations zador zetzsche http://books.nips.cc/papers/files/nips19/NIPS2006_0452.pdf 193 Stochastic Relational Models for Discriminative Link Prediction aaai abbeel agakov aistats algorithms analysis appear arjun arti based basilico beyond bonilla breese cation cial classi collaborative concepts conference content data daya distributions empirical factorization fast features frame from gaussian getoor ghahramani grif gupta heckerman hidden hofmann hypertext icjai icml information intelligence international jason kadie keerthi kemp kernel koller kriegel learning link ltering machine margin matrix maximum model models multi multiple naga nati national neural nips nite pfeffer prediction predictive press probabilistic proceedings processes processing rasmussen references relational rennie schwaighofer segal sindhwani speci srebro statistics structure supervision systems task taskar tasks tenenbaum text tresp ueda uncertainty unifying using variate williams with wong workshop yamada http://books.nips.cc/papers/files/nips19/NIPS2006_0423.pdf 191 A Local Learning Approach for Clustering advances aided algorithm algorithms analysis becker bottou cambridge chan circuits cluster clustering combinatorial combining complexity computation computer conference cristianini design dietterich dover editors ensembles framework ghahramani ghosh ieee information integrated international jordan journal kernel kernels knowledge larson learning local machine margin maximum methods multiclass multiple nature neufeld neural optimization papadimitriou partitioning partitions pattern press processing raedt ratio references research reuse saul schlag scholkopf schuurmans shawe smola spectral springer statistical steiglitz strehl systems taylor theory transactions university vapnik verlag vision weiss with wrobel york zien http://books.nips.cc/papers/files/nips19/NIPS2006_0120.pdf 160 Chained Boosting abraham academic advances algorithm algorithms analysis application asymmetric bartlett bayesian bernhard boosted boosting boser bounds burges cascade cbcl chapman classi colt complexities constrained cvpr database decision detection detectors editors error eurocolt experiments face facedata features freund gaussian generalization guyon hall html http icml isabelle james jianxin jmlr joachims jones kernel large learning line linear machine making margin matas matthew meir mendelson methods michael mixture mullin object optimal pages pattern paul peter practical press rademacher rapid recognition references rehg results risk robert scale schapire schlkopf sequential shahar simple smola sochman softwaredatasets structural support theoretic time tong training using vapnik vector viola vladimir wald waldboost with yoav zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0163.pdf 203 A Probabilistic Algorithm Integrating Source Localization and Noise Suppression of MEG and EEG Data activities activity adaptive adaptivebeamformer analysis attias background basic bias biol biomagnetic biomed brain concepts correlated course data effects electromagnetic estimates estimating evoked factor from graphical hagai hild ieee independent info intensity inverse kenneth kensuke large localization lters magnetoencephalography marantz mathematical model nagarajan neur neural neuroimage performance phys poeppel presence problem proc reconstruction references resolution responses sahani sarvas sekihara signal source spatial srikantan stimulus technique time trans with http://books.nips.cc/papers/files/nips19/NIPS2006_0065.pdf 197 MLLE: Modified Locally Linear Embedding Using Multiple Weights academy adaptive advances alignment analysis baltimore bernhard bottou brand cambridge cation charting classi computations computing conf conference coordinates daniel data described digits dimension dimensionality discovery domeniconi donoho downloaded edited edition eigenmaps eighth embedding faces figure framework geometric global globally golub grimes gunopulos handwritten hessian hopkins html http images information international into jihun johns journal july kernel knowledge kollios koudas langford lawrence learning left leon linear loan locally machine manifold manifolds mapped maryland matrix mika mining mlle national neural nonlinear parameters press principal proc proceedings processing reduction references research results right roweis saul scholkopf science scienti sebastian siam sigkdd silva space spectral submitted systems tangent techniques tenenbaum think tools toronto university unsupervised using view visualization vlachos wang weiss yair zhang http://books.nips.cc/papers/files/nips19/NIPS2006_0171.pdf 165 An Oracle Inequality for Clipped Regularized Risk Minimizers acad analysis annals annual appear application architectures bartlett bennet blanchard bousquet cambridge cation chen classi colt complexity computation concentration conference cristianini data devroye empirical error fast gaussian girosi global gyor ieee important improving inequality inform introduction jones journal kernel kernels learning lugosi machine machines margin massart math mendelson more multi network networks neural pages paris pattern performance poggio press probabilistic proceedings processes rates recognition references regularization regularized report research sample scovel shawe size soft springer statistical statistics steinwart support suprema taylor technical than theory trans university using vector weights with ying york zhou http://books.nips.cc/papers/files/nips19/NIPS2006_0590.pdf 162 Mutagenetic tree Fisher kernel improves prediction of HIV drug resistance from viral genotype accurate acid advances against amari american amino antimicrob antiretroviral asai assay banjevic based becker beerenwinkel berg bioinformatics biol biological biology braun brun cambridge cancer chan chemother classi clavel clercq clin clinical clotet cohn comparison comput computational convex conway created cross data daumer deimling design desmyter detection development dietterich diffusion direct discriminative drug editors effective engl estimating evolutionary exploiting fall fatkenheuer fischer from generative genetic geometry ghahramani haberer hance harrer hartmann haussler hoffmann howard information inhibitors jaakkola jebara johnson journal july kaiser kawanabe kearns kernel kernels kondor korn kupfer kuritzkes laethem lafferty learning lebanon lengauer lipa machine marginalized mathematical mccann medicine methods models muller multiple mutations myers nagaoka neural obermayer oette optimization outcome oxford pages pathways phase phenotypic pillay prediction press probabilistic probability processing product progression protease puig rabinowitz rahnenfuhrer rapid ratsch references research resistance resistant response reverse richman rockstroh roomp rossau ruiz savenkov schapiro schmidt schmit scholkopf schulz scores sectional selbig selective sensitivity sequences sequencing shafer sing singer society solid solla sonnenburg sparse strains stuyver suppl survival sweetkind systems telenti test therapies thrun topics transcriptase tsuda tumor uberla university update using vandamme vanderlinden vert vezinet virol walter wolkowicz wullich http://books.nips.cc/papers/files/nips19/NIPS2006_0503.pdf 32 Bayesian Ensemble Learning abreveya additive american analysis angle annals application approximation association authors back bart bayesian biometrika boosting breiman calls cart cation causal chaudhuri chicago chipman columbia comments computation computational computer cook data decision detection determination efron forests fortune freund friedman function generalization george good gradient graphical greedy green hastie heckerman hill hockey ieee inference interpretable issue johnstone journal jump league learning least line linear machine mcculloch mcmc meek microsoft mining mixture model modeling modelling models national nonparametric observations penalty posterior power prediction press prior purdue random references regression rejoinder report research reversal reversible schapire science sciences search shih simulation speci special staged statistical statistics system technical technometrics theoretic thiesson tibshirani tjelmeland transactions trees tting uential university visualizable west with http://books.nips.cc/papers/files/nips19/NIPS2006_0583.pdf 63 A Kernel Method for the Two-Sample-Problem adjacency analysis anderson annals application approximation arcones assignment asymptotic balakrishnan based berger berlin between biau bickel bioinformatics biological biometrika blake bootstrap borgwardt bousquet cambridge caruana case casella comparing consistency continuous convergence cornell cybernetics dagm data databases density dimensional discrepancies discrepancy distribution distributions dudley duxbury ecole edition empirique equality estimates exact fortet free friedman function functions generalizations gine graph gretton grimmet grove gyor hall hein henze high hilbertian homogeneity html http hungarian ieee index inference information integrating ismb joachims john johnson journal kddcup kernel kernels kodiak kotz kriegel kuhn learning logistics machine machines mathematical maximum mean measures measuring merz method metrics mourier multivariate naval nonparametric norm oxford paci pages penrose permutation prediction press probability problem proceedings processes properties protein quarterly rafsky random rasch real references reparation report repository research rosenbaum royal runs sample scholkopf schonauer scient second settings smirnov smola society sons springer statistic statistical statistics steinwart stirzaker structured suppl support symposium tajvidi technical test tests their theorems theorique theory third titterington transactions uence univariate university using variate vector vers version vishwanathan volume wald wiley wolfowitz york http://books.nips.cc/papers/files/nips19/NIPS2006_0692.pdf 121 Part-based Probabilistic Point Matching using Equivalence Constraints aharon algorithm alignment approach ariculated aspects belongie benjamin cation chui classi comp computational computer computing constraints contexts correspondence cvpr daphna distance eccv edinburgh equivalence features form framework gaussian generative hancock hertz hillel icip image images informative inner jacobs kaleem kimia learning ling malik matching mcneill mixture models multiple nips noam object objects pami parts point probabilistic puzicha rangarajan recognition references registration rigid robust shape shapes shental siddiqi thesis titsias tomer understanding univ unsupervised using vijayakumar vision visual weinshall with yuille http://books.nips.cc/papers/files/nips19/NIPS2006_0457.pdf 133 Handling Advertisements of Unknown Quality in Search Advertising adaptive advances advertisements advertising adwords agrawal algorithm allocation analysis applied armed asymptotically auer available bandit banner based berry bianchi cesa chapman cient click contextual ctrestimation data decoste experiments finite fischer focs fraud fristedt generalized hall handling http icml immorlica index international internet jain keywords learning line london machine madani mahdian matching mathematics mean mehta methods mining multi multiarmed nakamura october olston optimally pandey policies probability problem problems proceedings profitable publications quality rates recommender references regret report resistant robbins rules rusmevichientong saberi sample schedule search selecting sequential services spandey talwar technical through time unknown utility vazirani williamson wine with workshop http://books.nips.cc/papers/files/nips19/NIPS2006_0357.pdf 26 Branch and Bound for Semi-Sup ervised Supp ort Vector Machines advances akademie algebra algorithm annealing applications arti aspects automation belkin bennett berlin beyond book bottou bound bousquet branch bridge cald camo cation cauwenberghs chapelle choosing cial classi cloud collobert computational computing conference constrained continuation control data decremental demiriz density deterministic editors eigenvalue from gander ghahramani golub incremental inference information intel international joachims john journal keerthi kernel label labeled large learning lerning ligence linear lkopf machine machines matt method methods minimization mukherjee multiple neural niyogi overall pages parameters pardalos pattern poggio point press problem processing programming propagation quadratic recognition references remote report research risk rodgers scale seeger semi separation sindhwani sinz sons statistical statistics sterin structural supervised support svms systems taxonomy technical tenth text theorie theory transductive tscherwonenkis tuebingen unlabeled using vapnik vector verlag wapnik weston wiley with workshop york zeichenerkennung zero zien http://books.nips.cc/papers/files/nips19/NIPS2006_0146.pdf 118 Statistical Modeling of Images with Fields of Gaussian Scale Mixtures adaptive analysis analyzing appl applications applied architecture baraniuk based bayesian besag between black buccigrossi burt cambridge cascades cells chapman characterization choi code comm comp compound compression computation conf cortical denoising dependencies derivative dirty domain edge edition elds energy entropy exible experts fast field fields figueiredo filters first flannery frame framework freeman gauss gaussian gaussians gehler graph hall hammond harm held hidden hierarchical hinton hoyer human hyvarinen ieee image imagery images info inki joint karklin learning leitao lewicki linear location london lter machine markov maximum mixture mixtures model modeling models monographs motivated multi mumford natural network neural nips numerical october orientation osindero outputs overcomplete pages perts pictures portilla press principle priors probability proc processing products properties pyramid random recipes references regularities relations representations response restoration romberg roth royal ruderman scale series signals simoncelli sparse stat stationary statistical statistics steerable strela structured systems teukolsky texture their theory topographic towards trans transforms tree trees unsupervised used using vetterling vision visual volume wainwright wavelet wegmann welling willsky with workshop zetzsche http://books.nips.cc/papers/files/nips19/NIPS2006_0621.pdf 170 Towards a general independent subspace analysis abed advances algorithms anal analysis angles appl austria bach belouchrani blanchard block cardoso charleston classes clusters comon complex component components computa computation concept correlated decomposition diagonalization dimensional distances distribution emergence eusipco factorizing feature features finding function gaussian high hoyer hyvarinen icann icassp images independent information inki into invariant jacobi january jmlr joint jordan kawanabe lncs lorincz meraim muller multi multidimensional multivariate natural nearest neighborhood neural nips obermayer pages phase poczos poland proc processing references search seattle separate shift siam signal simultaneous souloumiac sources spokoiny springer subspace subspaces sugiyama systems theis tion topographic uniqueness using vienna vollgraf volume warsaw http://books.nips.cc/papers/files/nips19/NIPS2006_0645.pdf 87 Hierarchical Dirichlet Processes with Random Effects able acknowledge acknowledgments across activation addition additional advances alliance allows also american analysis appear approach assisted association author awards bayesian beal between biomedical birn blei brain capture carlin center chain chapman compared component components computer computing conference constructive controls data demonstrated department describing detecting differences directions dirichlet discussions disorder distribution each effects estimate exibility experts extensions first fmri following foundation freeman friston functional funded future gaussian gelman general genetics ghahramani grant grants group groups hall have health hierarchical ieee image images imaging include individual individuals informatics information institutes international intervention jordan journal labeled level like linear markov medical methods mixing mixture mixtures model modeling models more multiple namic national nbirn neal network neural neuroimaging nite nition nonparametric number paper parameters part particular patients patterns penny possible press prior priors proceedings process processes processing proportions proposed random rasmussen references reliably report research roadmap rubin sampling scenes schizophrenia science sethuraman shared showed sinica smyth spatial statistica statistical statistics stern studies sudderth support supported systems technical testbed thank that this through toronto torralba transactions transdisciplinary transformed under university useful using variance variation visual well willsky with work would york http://books.nips.cc/papers/files/nips19/NIPS2006_0704.pdf 49 Clustering Under Prior Knowledge with Application to Image Segmentation academic adaptive algorithm algorithms american analysis annals available background balram banerjee based basu bayesian beach bilenko bohning bregman buena cambridge cardie cation chang classi clustering coherent comp complexity compression computer computing conf constrained constraints convergence cuts cvpr data denoising dept dhillon diego divergences elds elements equivalence estimation extensions figueiredo framework friedman gauss gaussian generalized ghosh graph hastie hertz hillel hunter icml ieee image inform information inst intelligence intern jain jerryzhu jung knowledge kolmogorov krishnan lake lange learning leen literature logistic machine machines madison malik mallat markov math mclachlan means merugu mining mixture model models mooney moulin moura multinomial multiresolution newport nips noncausal normalized parameter park pattern penalized press priors probabilistic proc properties random recognition references regression rogers schemes schrodl seattle segmentation semi shental siam signal spatially springer stat statistical statistician statistics structure supervised support survey texture theory thresholding tibshirani topchy tour tpami trans tutorial univ using vector vetterli vision vista wagstaff wavelet weinshall wiley williamstown wisc wisconsin with york zabih http://books.nips.cc/papers/files/nips19/NIPS2006_0068.pdf 11 Sample complexity of policy search with known d y n a m ic s acknowledge acknowledgments allowed alon also annual anthony appear applications arti average bartlett based because bianchi blum bounding cambridge cbms cesa check chervonenkis cial classes complexity computation concept conference control convergence cucker darpa david decision differ dimension dimensions discounted empirical estimates first foundations function generalizations goldberg grants haussler information intelligence jain jerrum jordan journal kauffman learnability learning machine mdps method model morgan network neural numbers only optimization other parameterized pegasus policy pollard pomdps press probability proceed proceedings processes proof properties publishers real references regional restriction reward satis scale search second sensitive series shub siam simulation sketch smale springer statistics stretch such support that theorem theoretic theoretical theory third this uncertainty under uniform university value vapnik varaiya verlag volume with http://books.nips.cc/papers/files/nips19/NIPS2006_0741.pdf 123 Fast Discriminative Visual Codebooks using Randomized Clustering Forests adapted alche algorithms amsaleg appear appearance approach asmundsson authors bagging bags barbara bauer beyer bing blockeel boosting bray breiman bressan categories categorization cation challenge challenges cient cikm class classes classi clustering codebooks comparative comparison comprehensive computer conf construction creating criminisi csurka cvpr dagan dance database decision descriptors dictionary distinctive distributions down eccv editors empirical ernst everingham extremely features fergus forests from generic geurts glance goldstein google iccv icml ijcv image induction invariant jonsson journal june jurie kernels keypoint keypoints knowledge kohavi lagger larlus lazebnik learned learning lejsek lepetit leung lnai local localization lowe machile machine malik maps maree marszalek matching materials meaningful minka moosmann multimedia nearest neighbor neighbors nister nowak object october opelt pages pascal performance perona perronnin philip piater pinz prior proc query quinonero raedt ramakrishnan ramon random randomized real recognition recognizing references report representation representing retrieval robust saliency sampling santa scalability scalable scale schmid scia science search shaft sivic springer statistical stewenius strategies study subwindows supervision technical text textons texture theorie thor threedimensional through time tracks tree trees triggs univ universal unstable using variants video videos vision visual vocabularies vocabulary volume voting weak wehenkel when williamowski winn wisconsin with workshop yiyuan zhang zisserman http://books.nips.cc/papers/files/nips19/NIPS2006_0789.pdf 73 Single Channel Speech Separation Using Factorial Dynamics acoustic acoustics advances approach attias audio audition averaging bayesian bocchieri challenge cient combination computation conference constraints continuous cooke decomposition denoising density dependent detection dharanipragada enhancement ephraim estimation eurospeech factorial gales gender ghahramani gopinath hershey hidden high http human icassp icslp ieee information integrated international interspeech isca john jordan kristjansson likelihoods ltering markov martin mediated michael microphone model models moore multi multiple neural noise olsen parallel peder pedera perceptual proceedings processing quantization recognition reconstruction references rennie resolution robust roweis satya scheme separating separation september shef signal single source speakers speech speechseparationchallenge statistical steven super system systems talker temporal time transactions trausti using varga vector workshop young zoubin http://books.nips.cc/papers/files/nips19/NIPS2006_0375.pdf 84 An Efficient Method for Gradient-Based Adaptation of Hyperparameters in SVM Models adaptation advances application based bengio biological bousquet cambridge cation chapelle choosing cient classi cross cybernetics germany gradient grandvalet hessian hyperparameters interpretation keerthi kernel large learning machine machines margin mariethoz massachusetts method methods models mukherjee multiple nips optimization parameters platt press probabilistic probabilities references report seeger sindhwani structured support svms tech technical tubingen unbalanced validation vapnik vector with http://books.nips.cc/papers/files/nips19/NIPS2006_0281.pdf 99 A Bayesian Approach to Diffusion Models of Decision-Making and Response Time accuracy adaptive advances aging anderson annual approaches ballistic bara barsalou bayesian behavioral bernstein blei boca brain brown bucciarelli bulletin carlo categorization causal chain chapman choice cognitive comparison conference contaminant dealing decisions detection differences diffusion dirichlet distributions editors effects elementary erlbaum estimating generalization generative gilks grasman grif hall heathcote hierarchical human hypothesis individual induction inference inferring information integrating jiang journal kemp luce maas mahwah markov mathematical mckoon memory mental model modeling models monte nature navarro neural organization oxford pages parameter parameters practice press proceedings processes processing psychological psychology psychonomic raftery ratcliff raton reaction references response retrieval review richardson role rouder sampling science sciences selection sequential signal similarity smith society speckman spiegelhalter steyvers strength structure syntax systems task tenenbaum testing thapar their theory time times topics tuerlinckx university using variability wagenmakers with york http://books.nips.cc/papers/files/nips19/NIPS2006_0844.pdf 145 Natural Actor-Critic for Road Traffic Optimisation ability academic acknowledgments actor adaptive agent ajay albert algorithm algorithms apply approach approved approximation ascent assignment australia australian backing bagnell bartlett based baxter bene board boston bottou boyan centre control controllers coordinated cope could credit critic demonstrate department described developed difference diplomarbeit distributed dobinson ecml editor estimation excellence existing experiments flow freiburg function funded future gartner government gradient gradients hall handbook horizon icml ieee improve improved increased inherent jair kakade kluwer large learning least light local ludwigs machine mansour mcallester messer methods monograph multi national natural nips nite noise online pages papageorgiou peters philosophy policy practical press problem proc procedure program proprietary publishers rathi realistic references reinforcement report research revised rewards richter road scale scaling scat schaal science sims simulators singh squares state stochastic sutton sydney system systems technology temporal theory this towards traf transactions transportation universitat upon used using vehicular vijayakumar volume washington weaver where wiering will with work http://books.nips.cc/papers/files/nips19/NIPS2006_0384.pdf 120 Isotonic Conditional Random Fields and Local Sentiment Flow achieves address also analysis application barlow bartholomew based better bremner brooks brunk categorization cation class classi cole combinatorics concept conditional conference cuts data demonstrate education elds emnlp enumerative existing exploiting global inadequate inference international introduce isotonic labeling lafferty learning local machine mathematics mccallum minimum model models order pang paper pereira performance predict prediction probabilistic proceedings random rating reasons references regression relationships representation respect restrictions scales seeing segmenting sentiment sentimental sequence sequential series standard stanley stars statistical style subjectivity such suited summarization techniques text than that theory this thumbs under usefulness using vaithyanathan variety wadsworth well wiley with http://books.nips.cc/papers/files/nips19/NIPS2006_0630.pdf 201 Learning with Hyp ergraphs: Clustering, Classification, and Emb edding advances agarwal aided algebraic algorithm american amsterdam analysis applications applied approach arti bailey based belongie berge berkeley beyond biology bonacich bousquet california cambridge categorical cbms centrality chan chung cial circuits clustering complex computational computed computer conf conference connections connectivity consistency corduneanu cuts czechoslovak data department desgin design dimensional ding directed discrete distributed distributions division dixon dual dynamical edges egfr engineering fiedler formation from gallo gibson global graph graphs gull hagen holdren holland huang hyper hyperdigraph hypergraph hypergraphs ieee image information initial integrated intel intl jaakkola johnston jones jordan journal kahng klein kleinberg kriegman labeled leading learning ligence literature local longo machine madison malik manning manor mathematical mathematics meila methods models multi network networks neural nite normalized north number oliveira pairwise pallottino parsing partitioning pattern pennsylvania perona press proc processing propagating providence raghavan random ratio recognition references regional regularization relaxation report schlag scholkopf science sciences segmentation semi semide series signaling simon social society spectral state statistics steps structure supervised survey systems technical technologies theoretic theory tran trans tsuda university unlabeled view vision vldb walks weiss weston wisconsin with workshop xing zelnik zhou zien http://books.nips.cc/papers/files/nips19/NIPS2006_0708.pdf 144 Boosting Structured Prediction for Imitation Learning advances altun annals approach approximately approximation ashenfelter asimo automation average bagnell bartlett baxter best between beygelzimer biped boosting bulatov cation chatalbashev cheng chestnutt classi combining conditional conference dani detroit dietterich elds error euclidean faster footstep frean friedman function functional gradient greedy guestrin hassani hayes heuristic hodgins hofmann honda humanoid hypotheses icml ieee information interdependent international joachims journal kanade koller kuffner langford large learning limiting locomotion lumelsky machine margin markov mason mathematical maximum methods models networks neural nips nodes number obstacles output physics planner planning prediction press proceedings processing quadruped random ratliff reductions references research robot robotics scenes searched second springer statistics structured systems taskar tasks techniques terms than times training tree tsochantaridis twenty under unknown variables with yagi york zadrozny zinkevich http://books.nips.cc/papers/files/nips19/NIPS2006_0872.pdf 96 PAC-Bayes Bounds for the Risk of the Majority Vote and the Variance of the Gibbs Classifier advances annual approach arti bayes bayesian becker bertsimas boosting bounds breiman cambridge cial classi compressed conference convex david dence devroye dimitris editors forests francois gabor gibbs gyor icml improved inequalities information intelligence international ioana john langford laszlo laviolette learning lecture lugosi machine marchand margin margins mario mcallester model neural notes obermayer optimal optimization pages pattern popescu predictions press probabilistic probability proc proceedings processing random rated recognition references risk robert sample schapire selection shawe siam simpli singer some springer stochastic systems taylor theorems theory thrun using verlag yoram york http://books.nips.cc/papers/files/nips19/NIPS2006_0499.pdf 189 Particle Filtering for Nonparametric Bayesian Matrix Factorization advances analysis annals arti barnett bayes bayesian buffet cambridge canadian carlo causes ceeding chain choice cial clyde components computational computing conference department dirichlet doucet engineers fearnhead feature features ferguson francisco freitas gatsby generation ghahramani gordon gorur grif hidden hill importance indian inferring information intelligence intelligent international jakel journal kaufmann latent learning lters maceachern machine many markov matrix mcgraw method methods mixture model models monte morgan neal neural neuroscience next nite nitely nonparametric number parametric particle pearl platt practice press probabilistic problems proceeding process processing rasmussen reasoning references sampling scholkopf scientists sequential some springer statistics systems tech toronto uncertainty unit university unknown weiss with wood http://books.nips.cc/papers/files/nips19/NIPS2006_0865.pdf 56 Bayesian Policy Gradient Algorithms algorithms analysis approximation athena bagnell bartlett barto based baxter bayes bayesian berger bertsekas cambridge carlo classi conference connectionist covariant cristianini decision discriminative dynamic engel estimation exploiting following function fundamentally generative ghahramani gradient hagan haussler hayward hebrew hermite horizon humanoid ieee ijcai inference inst international introduction israel jaakkola jair jerusalem journal kakade kernel learning likelihood machine mansour marbach markov mathematical mcallester methods models monte natural neuro nips nite pages pattern peters planning policy press principle proceedings processes programming quadrature rasmussen references reinforcement representations robotics robots schaal schneider scienti search shawe simple simulated singh statistical statistician statistics sutton taylor thesis third tsitsiklis univ university unsound vijayakumar williams with wolpert http://books.nips.cc/papers/files/nips19/NIPS2006_0626.pdf 2 Online Classification for Complex Problems Using Simultaneous Projections abound advances aggressive algorithm algorithms altun annual application april arti attributes august based boostexter boosting brain categorization cial class computation computational computer conference crammer decision dekel descent dual european exponentiated fink freund generalization gradient guestrin hofmann hypothesis information interclass interdependent international intl irrelevant january joachims journal keshet kivinen koller learning line linear littlestone machine machines margin markov meets model multi multiclass networks neural neurocomputing nineteenth online optimization organization output passive pattern perceptron predictors press probabilistic problems proc processing psychological recognition references reprinted research review robert rosenblatt schapire sciences seventh shalev sharing shwartz singer spaces storage structured support symposium system systems taskar text theoretic theory threshold tsochantaridis ullman ultraconservative vector versus warmuth watkins weston when yoav