http://books.nips.cc/nips15.html NIPS 2002 http://books.nips.cc/papers/files/nips15/SP09.pdf 185 Discriminative Binaural Sound Localization aarabi accuracy acoust acoustic acoustics adaptive adelaide algorithm algorithms analysis annual assp audio australia based benesty between brain carter cation circuits classi computational conf convention correlation course crammer crosspowerspectrum decomposition delay digital duda eigenvalue environments estimates estimation event examples generalized gustafsson hart hoff icassp ieee information january knapp learning localization mahdavi march method model multiclass number omologo online organization pages passive pattern perceptron phase phoenix porat probabilistic problems proc proceedings processing psychological rabenstein record references relation reverberant review robust rosenblatt segment selectivity signal singer source speaker speech statistical storage strobel submitted svaizer switching technique theory time trans transactions ultraconservative using wescon widrow wiley http://books.nips.cc/papers/files/nips15/LT08.pdf 137 Information Diffusion Kernels advances amari american asymptotic bartlett bulletin categorisation classi compact composite conference covering cristianini differential diffusion discrete discriminative eigenvalues estimates exploiting foundations generative geometrical geometry graphs grigor haussler heat hyperbolic hypertext icml ieee inference information input international jaakkola january joachims john kass kernel kernels kondor lafferty laplace learning lecture lectures london machine machines manifold mathematical mathematics methods models monographs nagaoka neural noguchi notes numbers operator other pages press probability proceedings processing pure references riemannian schoen series shawe society sons space spaces statistics support symposia systems taylor theory topology trans translations vector volume wiley williamson http://books.nips.cc/papers/files/nips15/SP08.pdf 184 Monaural Speech Separation academic acoust acoustic acoustical advances afosr amplitude analysis analyzer applied articulation auditory automatic available based braunschweig bregman brown cambridge carlyon cauwenberghs circuit comm comments communications comparing component components computational computer cooke correlation darwin data department dgme diego dissertation dover driven efficient electrical ellis engineering english evidence filterbank frequencies frequency from function fundamental further gammatone grant green grouping harmonics hearing helmholtz helpful holdsworth human icassp ieee independent information intention interfering introduction josifovski karhunen levelt machine mechanisms meddis microphone mimpen missing model modeling modulation monaural moore networks neural nimmo nips nowl ohio organization oscillatory part patterson pitch plomp prediction preliminary presented press proc processing psychology recognition references report research resolved rice rinen robust roweis scene science segregation sensations separation shackleton shaughnessy simulation smith sound sounds source speaking speech stanford state studies supported symp systems technical thank theory this tone tracking trans transduction unit university unreliable unresolved versions vieweg vizinho wang waspaa weintraub were wiley with work york http://books.nips.cc/papers/files/nips15/AA70.pdf 69 Derivative observations in Gaussian Process Models of Dynamic Systems acknowledge acknowledgements adaptive agent along analysis applications approaches authors automatic available barcelona based bayesian behaviour berger bernardo beyond blended both cambridge carlo cation circles close combine comments comparison conference congress conquer consistent contours control crosses curve cybernetics data dawid decision derivative derivatives design deviations discussion divide draft dynamics editor editors edward epsrc equilibria equilibrium european expensive figure foundation francis from function fuzzy gatsby gaussian girard gphmc grant graphical gratefully hagan hprn http hybrid identi ieee ifac indicate inference inferred information integrals introduction ireland johansen jordan journal karlsruhe kluwer learning leith leithead linear linearisation linearisations lines locations london mackay made manifold manner mean model modeling modelling models modern monte multi multiple murray network neural nips noisy nonlinear notes numerical observation observations only optimal oxford pages parametric perturbation plotted point points prediction press prior priors process processes processing rasmussen references regression research results royal sbarbaro science shorten shown simulation smith society solak some speed standard statistical statistics structures sugeno support surfaces system systems takagi taylor thanks time trained training trajectory trans transient true tting tutorial uncertainty university unlike useful using values varied which williams with world http://books.nips.cc/papers/files/nips15/AA08.pdf 7 Coulomb Classifiers: Generalizing Supp ort Vector Machines via an Analogy to Electrostatic Systems adaboost aizerman anal analysis annealing arti automation bartlett beyond blakemore book boulder braverman buhmann burges cation cerebral chines cial classi clustering colorado comp computer conference connection connectivity control cortex coulomb data department deterministic discovery dover electrodynamics electrostatic equations foundations function functions graepel herbrich hill hochreiter hofmann ieee integral intel international journal kernels know learning ledge ligence lkopf london mach machines margins mcgraw mercer method mining mozer muller nature negative networks neural neuroscience ninth obermayer onoda optimization pages pairwise pattern philosophical positive potential press principles proceedings proximity publications recognition references regularization reinterpreting remote report republication royal rozono scannell schwartz science smola society soft springer statistical support svms systems technical their theoretical theory trans transactions tsch tutorial type univ university vapnik vector williamson with young http://books.nips.cc/papers/files/nips15/AP10.pdf 82 Inferring a Semantic Representation of Text via Cross-Language Correlation Analysis alexei aligned analysis automated automatic bach based cambridge canada categorization cation class classi collections component cristianini cross document download dumais earn editor framework germann girolami grain grefenstette hansard hansards hierarchic http indepedendent indexing information intelligent introduction issue joachims john jordan journal kcca kernel kluwer landauer language latent learning littman machine machines mark methods natural nello organisation other parliament press probabilistic references release research retrieval semantic shawe special support svmlight systems taylor text thorsten ulrich university using vector vinokourov http://books.nips.cc/papers/files/nips15/VS16.pdf 202 A Model for Learning Variance Components of Natural Images analysis applied barlow bell blind cambridge cardoso cation cell cells classi code coding colour communication compared component components conference context contour control cortex edge editor emergence extraction feature field from gain generalization hateren hoyer hyvarinen ieee image images independent infomax information international layer learning learns letters lewicki likelihood lond lters maximum messages mixture models multi natural nature network neural neurosci noising olshausen pages parra pearlmutter possible press primary principles proc processing properties receptive references representation research rosenbluth royal ruderman scenes schaaf schwartz segmentation sejnowski sensitive sensory separation sequences signal similar simoncelli simple source sparse spatiotemporal statistics stereo trans transformation underlying unsupervised using vision visual with yield http://books.nips.cc/papers/files/nips15/NS25.pdf 174 An Estimation-Theoretic Framework for the Presentation of Multiple Stimuli accuracy alert amari architecture area arti attention base based biol broaden carrasco cells cessing cial codes columnar comp complex conference cortex cortical cudeiro curves cybern davies dayan description desimone detecting discontinuities ects edinburgh elds empirical encoding enhancing essen estimation eurich exploits extrastriate feature focal functional functions gain gates grieve grind hubel icann impairs improves information international interpretation jects jones knierim lankheet macaque mart maunsell mcadams mechanisms models modulation monkey moran motion moving multidimensional murray nakahara nature networks netz neural neuronal neurons neurophysiol neurosci ninth orientation paradiso parameters patterns peak performance physiol population populations pouget probabilistic procedings processing rate recanzone receptive references representational resolution responses schwarz science sejnowski selective sensory sharpen sillito single spatial spiking static statistical stochastic strategy striate structure swindale texture theory through transparent treue trujillo tuning uences university vectorial venue verstraten visual wezel which wiesel wilke willshaw wurtz yeshurun zemel zhang http://books.nips.cc/papers/files/nips15/IM02.pdf 119 Circuit Model of Short-Term Synaptic Dynamics abbott acad applied attention avlsi bannister between biological bishop blocks boahen boston building burg california cells cerebral chance chapter characteristics circuits code complex computation computing control cortex cortical cybernetics delbruck depends depress depressing depression description device differential douglas dynamic editors electronic engineering eurasip excitatory facilitate fost gain gibson hahnloser hornoch indiveri inputs institute isbn issue jack journal kramer layer learning maass markram martin matveev mixed modeling natl nature nelson neocortical networks neural neuromorphic neuron neuronal neurons neuroscience neurotransmitter orientation pages pasadena pawelzik plasticity press primary probability proc processing pulsed pyramidal quantitative rasche reading references release response retina retinomorphic reverse schaik science segev selective senn short signal silicon special spike spiking spiny stellate stratford submitted synapses synaptic synchrony systems tarczy technology temporal term thesis trains transmission tsodyks using varela vertebrate vision visual wang with zador http://books.nips.cc/papers/files/nips15/NS08.pdf 157 Expected and Unexpected Uncertainty: ACh and NE in the Neocortex abstracts academie algorithms amitai approximate aston bayesian behav behavioral behavioural biol brain bruno bull carli cekic cognitive cohen cole comptes computation conners cruikshank dalley dayan european evenden everitt family fukuada gallagher ghahramani hall hasselmo herve hinton hippocampus holland holley hsieh inference ingegrative iversen jones jour journal kakade kimura kobayashi kubiak mason matell mccormick mcgaughy medicine metherate minka minvielle montague networks neural neuron neurophysiology neurosci neuroscience nips pearce physiological psychiatry psychological psychology rajkowski references rendus research review reviews robbins sandstrom sara sarter science sciences serie sullivan trends tsumoto usher vankov wallenstein wyble http://books.nips.cc/papers/files/nips15/AP06.pdf 78 A Maximum Entropy Approach To Collaborative Filtering in Dynamic, Sparse, High-Dimensional Domains acoustics algorithms analysis approach april architecture arti automating autonomous based bergstorm bollacker brafman breese carnegie carolina chapel chen chickering cial citation class classes cmucs collaborative commerce computer computing conditional conference content cooperative cosley data databases density dependency descriptions digital dimensional domains dynamic elds electronic empirical entropy environments estimation factors fast features filtering framework francisco gaussian giles glover goodman grouplens heckerman hierarchical high hill hofmann human iacovou ieee indexing inducing inferring information institute intelligence international joint journal kadie karypis kaufmann konstan krovetz lafferty large latent lawrence learning libraries ltering machine maes maximum meek mellon mixtures models morgan mouth neci netnews networks north open pages pattern pavlov pennock pietra popescul practical predictive prior probabilistic proceedings processing publishers puzicha random recommendation recommender references report research researchiindex resnick riedl rosenfeld rounthwaite sarwar seventeenth shani shardanand signal sixteenth smoothing social sparse speech suchak supported system systems technical testing training transactions uncertainty ungar university using very visualization vldb volume word work http://books.nips.cc/papers/files/nips15/CN07.pdf 94 Speeding up the Parti-Game Algorithm advances algorithm algorithms ansari atkeson atlanta becker boston cambridge cient cogsci college computer computing continuous data dietterich dynamic editors environments frigioni fully game generalization georgia ghahramani heuristic incremental information institute journal koenig learning less likhachev machine maintaining marchetti massachusetts minimax moore multidimensional nanni neural northeastern parti path paths press prioritized problem processing ramalingam references reinforcement report reps resolution science search shortest spaccamela spaces speeding state sweeping systems technical technology thesis time trees university variable with http://books.nips.cc/papers/files/nips15/AA49.pdf 48 Critical Lines in Symmetry of Mixture Models and its Application to Component Splitting advances algorithm allocation amari analysers analyzers bishop blei component computation computer department dirichlet factor fukumizu gaussian geometrical ghahramani hierarchical hinton information ishii jordan latent line local minima mixture mixtures models multilayer nakano network networks neural neuromanifold normalized ozeki park perceptrons plateaus press principal probabilistic processing references report sato science singularities smem structures systems technical tipping toronto ueda university http://books.nips.cc/papers/files/nips15/NS07.pdf 156 Learning in Spiking Neural Assemblies abbott agakov annual applications associatice barber bayesian biolog biological biophysics bishop bugmann cacy capacity chrisodoulou cient clarkson coindence computation control coolen correlated cortical cybernetics depression deterministic diagram during dynamic edinburgh epsps evaluation excitation forrest frotscher gain gerstner gielen graphical grimwood hebbian hemmen hill hypothesis ical informatics information joaquin jordan journal kappen kempter koch latent learning likelihood lubke maass markram martin maximum memory model models morris natschlager nelson network networks neural neuron neurons neuroscience oxford pantic patterns pawelzik phase physical physics plasticity postsynaptic press processing pulsed realistic references regulation report resolved retrieval review reviews ritz sakmann school science sequence sherrington spikes spiking storage synapses synaptic systems tables tech temporal time tsodyks university using varela with zador http://books.nips.cc/papers/files/nips15/AA32.pdf 31 Adaptive Classification by Variational Kalman Filtering adaptive advances algorithms amari analysers analysis approach asme attias automatica based basic bayes bayesian beal becker berger blake broomhead calculations california cambridge carlo cation chemical classi communication complex computation computer computers computing conf curran darken databases decision dept dietterich doucet editor editors electronic equations estimation factor fast freitas functional ghahramani gharamani gordon graphical html http ieee inference inferring information interpolation introduction irvine jaakkola jazwinski jordan journal kalman kearns latent learning linear locally lowe ltering machine machines masa merz methods metropolis mixture mlearn mlrepository model models monte moody multivariable networks neural nips niranjan online pages parameter parameters pattern penny physics practice prediction press problems proc processing recognition references regularisation rehab repository ripley roberts rosenbluth sato saul sciences selection sequential series solla springer state statistical statistics stokes structure sykacek systems teller theory time trans transactions tuned uncertainty units university variable variational verlag york http://books.nips.cc/papers/files/nips15/AA40.pdf 39 Nash Propagation for Loopy Graphical Games aaai agent algorithms annals appear application arti cial computation computations conference cooperative correctness expert game games graphical intelligence intelligent kaufmann kearns koller lauritzen littman local loops mathematics models morgan multi nash national neural pages pearl probabilistic probabilities probability proceedings propagation reasoning references royal singh solving spiegelhalter stat structures systems their theory uncertainty vickrey weiss with yair http://books.nips.cc/papers/files/nips15/AA29.pdf 28 Dynamic Bayesian Networks with Deterministic Latent Tables acoustics addison approach bayesian bishop bourlard carlo cation classi computation connectionist curve doucet dynamic forecasting freitas gordon graphical harrison hertz hidden hybrid ieee introduction jordan juang kluwer kolen kramer krogh kudo learning letters markov methods models monte morgan multidimensional networks neural oxford palmer passing pattern practice press processing rabiner recognition recurrent references regions riis sequential shimbo signal speech springer theory through toyama transactions university using wesley west http://books.nips.cc/papers/files/nips15/SP02.pdf 178 A Probabilistic Approach to Single Channel Blind Signal Separation advances analysis applications arizona auditory balan based bell blind brown channel city comon component computation computational computer concept conference context cooke december diego dual enhancement extended female finland frequency gaussian generalization generalized helsinki higher hong hopgood icassp iconip ieee independent information international jang july june kalman kong lake language learning lewicki linear ltering lters male march microphone mixture model monaural natural nelson network networks neural order parra pearlmutter phoenix proc processing rayner real references rickard rosca roweis salt scene sejnowski sensitive separability separation september signal signals single sound source speech stationary statistical stochastic structures systems time using utah varying workshop http://books.nips.cc/papers/files/nips15/VS14.pdf 200 Feature Selection by Maximum Marginal Diversity adaptive algorithms analysis application approach arti basu bayes bell blind bonnlander campbell carneiro cial cients circuits classi coef collins colorado complex computation computational computer conference continuous copenhagen criteria data deconvolution denmark density denver dimensionality diversity editor entropy erdogmus error estimation european evaluation example feature february filtering fisher fort from geneva haykin huang icsc ieee images implications independence information input intelligence international jain joint july learning likelihood linsker machine march marginal maximisation maximum micchelli minimum modeling models moody multivariate mumford mutual natural network networks neural nongaussian nonparametric olsen optimality organization padmanabhan pattern perceptual performance portilla principe probability problem proc recognition references regognition relation role sample saon sejnowski selecting selection self separation simoncelli simple small society souurce speech stanford statistical statistics submitted switzerland symposium synthesis systems tainan taiwan texture theoretic theories through torkolla trans transfer transforms trunk unsupervised using variables vasconcelos vision visual visualization volume washington wavelet weigand what wiley workshop yang zongker http://books.nips.cc/papers/files/nips15/AA58.pdf 57 Ranking with Large Margin Principle: Two Approaches advances algorithm algorithmic algorithms april arti bartless based boser boundaries center chang chapman cial class classi classifers cohen compaq computation computational computations computer conference crammer dept eachmovie edition european generalized graepel guyon hall hebrew herbrich http implementation information intelligence jair jerusalem journal kernel large learning leibniz levin linear london machine machines margin mccullagh models multi multicategory multiclass nature nelder networks neural nips obermayer optimal order ordinal pages pattern pranking press principle problems proc proceedings processing rank ranking recognition references regression report research schapire scholkopf school science shashua singer smola springer statistical statistics support symposium systems taxonomy technical theory things training univ university vapnik vector wahba watkins weston williamson wisconsin with workshop http://books.nips.cc/papers/files/nips15/IM09.pdf 126 Developing Topography and Ocular Dominance Using two aVLSI Vision Sensors and a Neurotrophic Model of Plasticity activity adjacent afferents alternating analog analysis annual area arti asynchronous avlsi binocular biological brain cats changes chip cial circuits column columns competition competitive computation correlated correlations cortex coupling cybernetics detero development digital distribution domains dominance driven elliott event experiment exploring exposure eyes factors goodhill hebb helps hubel ieee imager increases induced integrated interaction journal katz kittens kramer left lindstr mathematical mcallister meets mine model monocular multiplicative neural neuromorphic neurophysiology neuroscience neurosciences neurotrophic neurotrophins nonlinear normalization ocular ocularity optical pathway periodicity phoenix plasticity positive press proc processing read reared references representing research retinal retinogeniculocortical review right rule sensor shadbolt shatz signal spacing spontaneous squint strabismus striate submitted symp synaptic systems theory tieman topography trans transient trends tumosa underlie vision visual waves wiesel with http://books.nips.cc/papers/files/nips15/LT02.pdf 131 A Statistical Mechanics Approach to Approximate Analytical Bootstrap Averages advanced applied approach bayesian becker beyond block bootstrap broeck cambridge chapman computation contains csato curves data dietterich editors efron engel examples feynman field forth fraction from gaussian ghahramani glass glasses grawhill hall hibbs html http information integrals introduction jackknife learning lecture list malzahn mean mechanics methods mezard mlearn mlsummary monographs neal networks neural nips nishimori notes opper oxford parisi path physics practice press probability processes processing publications quantum references representative saad science scienti series shao sparse spin springer statistical statistics theory tibshirani university used variational verlag virasoro with world http://books.nips.cc/papers/files/nips15/AA69.pdf 68 Information Regularization with Partially Labeled Data advances aitr analysis bottleneck calculus carlo chain clustering conditional cover data denison density dependent discrimination dover elements entropy holmes homes http ieee information input inst intell jaakkola jebara jump mach marina markov markovian mass matthias maximum meila method minimum models monte naftali neural nips noam pages pami partitioning pattern press processing references regularization relaxation report reversible robert roberts seeger slonim stephen systems technical technology theory thomas tishby tommi tony trans unpublished using variations volume weinstock wiley http://books.nips.cc/papers/files/nips15/CS11.pdf 114 Dynamical Causal Learning about academic additional advances aimed alison allan among appleton applying awaits away barbara based basis bayes bayesian been behavior besides black calif causal causality causation century cheng children clark classical competition compound computationally conditional conditionalizing conditioning covariation critique crofts current curves danks data datapoints david dayan develop diego different discrimination domain dynamical easily edward effectiveness effort elements equally equilibria estimation experimental explain explaining forthcoming from further glymour gopnik griffiths grounded hamme have here holyoak human implemented individual induction information joshua journal judgments kakade klaus kushnir laura learning linda lober maps mathematical medin might model models moreover motivation nets neural nonpresentation nonreinforcement observed ones outlined paper parameter part patricia pavlovian peter possible power press processing prokasy providing psychological psychology quarterly range rational rationally references reinforcement rescorla research review robert role scale scales schulz seem seems sham shanks simple simply sobel space spellman statistical stimulus structure submitted such systems tamar tenenbaum tension that their theories theory there these this thomas trying variables variations virtues wagner wasserman weight well with york http://books.nips.cc/papers/files/nips15/AA59.pdf 58 Multiclass Learning by Probabilistic Embeddings adaboost additive algorithm allwein alternaning annual approach approximation arti auxilary bakiri binary boosting bregman cial classi codes collins computation computational conference crammer csiszar data decisions della dempster design dietterich distances divergences duality errorcorrecting exponentiated from functions generalized geometry ghulum girosi gradient gupta ieee incomplete incorporating inference information intelligence international into issue january john journal jyrki kivinen knowledge lafferty laird learnability learning likelihood linear logistic machine manfred margin maximum michael minimization models multiclass networks nineteenth output pietra poggio prediction prior problems proc procedures proceedings rahim reducing references regression report research robert rochery royal rubin schapire singer society solving statistical statistics supplement technical theory thirteenth thomas tusnady twelfth unifying updates versus warmuth yoram http://books.nips.cc/papers/files/nips15/AA36.pdf 35 A Formulation for Minimax Probability Machine Regression according advances alex algorithm also analytically annals appendix approach assumptions bartlett becker becomes belonging bernhard bertsimas bhattacharyya both bound boundary cambridge cation cations chebyshev cients class classi coef cohn collapses completes consider constant convex correct correctly corresponding denominator dept dietterich differs dimension distribution editor editors entries entry equations flannery following form formulating from furthermore generated ghahramani ghaoui giving have inequalities information initial insead into jordan kearns know lanckriet lemma like linear look looks machine marshall mass math mathematical matrix minimax minimization minimum most multivariate must neural numerical obtain occurs offset olkin optimal optimization order orthogonal part peter plugging point popescu pplying press probability problem processing proof proofs recipes references regression removed report respect robert same scholkopf show shrinking side similarly since single smola solla solution solve statistics support surface systems technical term teukolsky that theorem theorems theory therefore these this thus tube unique uniquely university values vector vetterling volume when where which will williamson with york http://books.nips.cc/papers/files/nips15/AA17.pdf 16 Stability-Based Model Selection accuracy algorithmic algorithms alizadeh analysis annealing application applications approach assignment based behavioural berkeley bittner botstein bounds bousquet breckenridge brown buhmann cancer cation cell check class classi cluster clustering clusters computational computer consistency cross cutaneous dana data department deterministic diffuse discovery distinct dubes dudoit elisseeff energy estimate estimating expression fischer fridlyand gene generalization golub gurewitz hall hastie hofmann hungarian identi ieee improve jain january journal kearns kuhn large learing learning leave letters ling lncs logist lymphoma machine malignant march melanoma method methods michael minimization molecular monitoring multivariate nature naval number october oneout pages pairwise pami path pattern prediction prentice problem quart recognition references replicating report resampling research rose sanity science segmentation september springer stability stanford statistic statistics strength technical texture theory tibshirani types university validation validity verlag vision walther with zoller http://books.nips.cc/papers/files/nips15/IM07.pdf 124 Combining Features for BCI acknowledgments action adaboost advances allison alpha alvino amer analysis anderson appear application approach areas assoc automatic babiloni based becker between bildung biomed birbaumer birch blankertz bler bmbf bonasso bourlard brain braincomputer brand bundesministerium burgard carducci center cincotti cken classifying clin combination communication complex computer connectionist continuous control cortical coupled curio desynchronization detection deuschl device diettrich differentiation discriminant discrimination discussions during ecog effects electroencephalogr encephalography event feature features finally flor flotzinger flyvbjerg forschung friedman gerking ghahramani ghanayim grant gunnar hallett hand harmeling helpful henning hidden high highresolution hinterberger hlinghaus hofmann human hybrid ieee imagination imagined independent integration interface interfaces interfacing introduction iversen kawanabe kortenkamp kotchoubey krell krepki kufta learning left like linear ller ltering machine magazine margins markov mcfarland methods mika mobile models morgan motoaki movement multichannel murphy nature navigation neuper neural neuroimage neurophysiol nips observation obtained oliver onoda optimal osman other paralysed parra pearlmutter pentland perelmouter peters pfurtscheller pfutscheller pineda potential potentials pregenzer press principles proc processing proposed raetsch ramoser readiness recognition references regularized rehab related remark research rhino rhythm rhythms right robots roman rossini sajda sato schmidt sebastian self signal signals single soft spatial speech speed spelling statist stefan studies study submitted supported systems tang taub thank that thather thorsten thrun toro toward towards trans trial tsch used vankov vaughan wadsworth were where wolpaw would yeung zander http://books.nips.cc/papers/files/nips15/AA34.pdf 33 Regularized Greedy Importance Sampling ackley algorithm algorithms applications approximating approximation arti bayesian baysian belief boltzmann carlo chain chains chapman cial ciency cognitive computer condensed coupled dagum distributions econometric econometrica exact exploration ferrenberg functions geweke ghahramani gilks graphical greedy gurations hall hard hinton importance improved inference integration intelligence intro introduction ising jaakkola jordan kluwer learning likelihood luby machines mackay markov matter mechanics method methods models monte neal networks nips optimal physics posterior practice probabilistic proceedings propp random references report richardson rubinstein sampling saul schuurmans science sejnowski simulation simulations soda southey spiegelhalter springer statistical structures swendsen system tanner tech tools using variational wang wiley wilson with york http://books.nips.cc/papers/files/nips15/AA02.pdf 1 Mean-Field Approach to a Probabilistic Model in Information Retrieval active advanced advances american analysis approach automatic bartell becker belew berlin bishop bodoff buckley cambridge case chapter clarendon cliffs cohn conference connectivity content cottrell deerwester development dietterich document dumais enabe englewood estimation experiments fast feedback field fuhr functions furnas ghahramani green harshman hill hofmann hypertext indexing information international introduction jaakola journal kanbil landauer latent learning leen likelihood link maximum maximumn mcgill mcgraw mean meets methods missing model modern multidimensional networks neural nocedal numerical opper optimal optimization oxford parameter pattern prenticehall preprint press probabilistic proceedings processing recognition references relevance research retrieval rocchio saad salton scaling science semantic siegelmann sigir simon smart society special springer system systems technology transactions tresp using wong wright york yukhimets http://books.nips.cc/papers/files/nips15/CN04.pdf 91 Bias-Optimal Incremental Problem Solving adaptive algorithm algorithmic algorithms anderson application applications arti arxiv associates bias carnegie cial cognitive comp complexity computer computing conference connectionist cramer dept domain edition editor editors elsevier erlbaum fastest forth foundations from generation genetic grefenstette heuristics hillsdale http hutter idsia improvement incremental inductive information intelligence interactive international introduction journal july kaelbling kanal kolmogorov langley language lawrence leach learning lemmer levin littman lugano machine manno massachusetts mellon methods moore multilayer optimal ordered pages probability problem problems proceedings programs publishers references reinforcement report representation research schmidhuber science search self sequential shifting shortest simple solomonoff solver solving speci springer story success survey switzerland systems technical their thesis transmission ultratechnology uncertainty universal university vitanyi weak well wiering with zhao http://books.nips.cc/papers/files/nips15/AA33.pdf 32 Boosted Dyadic Kernel Discriminants advances aizerman algorithm algorithms annual application automation blake boosting boser braverman chapman classi computational computer conf control databases decision dencerated editor editors foundations freund function generalization generalized guyon hall haussler heckerman html http improved information international jaakkola journal kaufman kernel learning line linear london machine margin mccallugh merz method mlearn mlrepository models morgan nature nelder neural optimal pages pattern potential predictions press probabilistic proc processing recognition references regression relevance remote repository robert rozonoer schapire sciences singer springer statistical statistics system systems theoretic theoretical theory tipping training using vapnik vector whittaker workshop yoram http://books.nips.cc/papers/files/nips15/AA05.pdf 4 K aaai advances algorithm appear applications approach approximate arbitrary arti auer axis bartlett based biological bradley breast california cambridge cancer cation chan chemistry cherkassky cial city class classi coli computational computer concave concensus concepts conference cost creation data decision department dietterich dimensional distributed domain edition editor editors eighth empirical error escherchia evaluation examples feature features fifteenth from fung generalized girosi hinton icml ieee induction information instance institute intel internal international john jordan journal kaufmann kearns kernels knowledge large lathrop learning letters ligence lozano machine machines madison mangasarian march margin massachusetts math mathprog mcclelland methods minimization mining morgan mulier multi multipleinstance national nature nearest neighbor neill nement networks neural nonlinear noordewier norm november operations optimization organization pages paral parallel patients perez philadelphia plane press prior problem proceedings processing prog programming promoters propagation quinlan rancisco rectangles references relates repeat report reports representations research rumelhart salzberg scholkopf schuurmans sciences second selection separating shavlik siam signal simard smola society solla solving sons spacing speci springer statistical substructure support survival symbolic systems tech technical theoretical theories theory three time towell trees university vapnik vector virtual volume weighted wiley williams wisc wisconsin with wolberg workshop york http://books.nips.cc/papers/files/nips15/AA44.pdf 43 Manifold Parzen Windows adaptive advances algorithm algorithms alignment american analysers analyzers annals approaches association automatic bayesian beal becker bengio bishop brand cambridge cation charting class classi comp component computation computer convex covariance dahmen david dayan denker density department developments dietterich digits dimensionality discriminant discrimination distance editors embedding estimation factor flexible friedman fukunaga function german germany ghahramani global hand handwritten hasselmo hastie hinton hyperplane ieee image inference information invariance inzenman journal keysers kiel lecture lecun leen linear local locally manifold mathematical matrices measure metric michael mixtures mode models mozer multi myles nearest neighbor neighbour neural nonlinear nonparametric notes obermayer object optimal pages parzen pattern pitz press principal probabilistic probability problem processing propagation recent recognition recognizing reduction references regression report representations revow roweis rules saul science short silva simard stanford statistical statistics structured symposium systems tangent technical tenenbaum tesauro theory thrun tibshirani tipping toronto touretzky transactions transformation univ university using variational versus victorri view vincent volume whye http://books.nips.cc/papers/files/nips15/VS07.pdf 193 Dynamic Structure Super-Resolution adams advances ames analysis applications approach arti baker based bayesian boutilier break cheeseman cial cient cohn computer cvpr division dynamic edinburgh editors elad example expansion feuer forrest freeman from giving goldszmidt graphics hierarchical hill ieee image images improved informatics information intel jones kanade kanefsky kearns kraft ligence limits ling machine mann markov merl method model morgan multiple nasa networks neural nition pages pasztor pattern press probabilistic proceedings processing propagation reconstruction references report resolution resolved rules schultz sequences solla stevenson storkey structured stutz super surface systems technical them thesis transactions trees uncertainty university variational williams http://books.nips.cc/papers/files/nips15/AP11.pdf 83 Improving a Page Classifier with Anchor Extraction and Link Analysis abound adaptive advances agent agents alberta algorithm alto analyzing andrew applicability application arti attribute attributes automatically autonomous avrim avrin bagnell blei blum boolean california categorisation cation cial ciency cikm classi cohen cohn combining composite computational concept conference connectivity content cotraining craig cristianini data david discovering document documents domains edmonton effectiveness eigth eleventh exible expressiveness extracting extraction features from functions ghani hawaii heuristics hofmann honolulu html hurst hypertext icml ijcai independent induction information intelligence international irrelevant jensen joachims journal june kamal kaufmann kernels knoblock knowledge kushmeric labeled learning linearthreshold link lists littlestone machine madison management matthew mccallum mining minton missing mitchell model morgan multi muslea neural nick nigam ninth nite page pages palo press probabilistic proceedings processing programs quickly quinlan rayyid references regularities relational ross scope seattle semi semistructured seventeeth shawe slattery sources space steven structured system systems tables taylor test text theory thomas toronto unlabeled when wide william with workshop world wrapper wrapping http://books.nips.cc/papers/files/nips15/AA52.pdf 51 Feature Selection and Classification on Matrix Data: From Large Margins To Small Covering Numb ers algorithm algorithms allen analysis angelo anhtony annealing annual barnhill bartlett based bengio beyond biegel black bloom bollmann boser buhmann califano caligiuri cambridge cancer cation central chapelle chines class classi classical clustering coller comp computational computer cortes cristianini curran data department dependent deterministic discovery downing embryonal equivalent expression feature framework gaasenbeek gene generalisation golub goumnerova graepel guyon herbrich hierarchies hochreiter hofmann holloway huard icann ieee information intel kernels lander laub learn learning lecun lkopf london louis mach machine machines margin mclaughlin means mesirov minimisation minimization molecular monitoring mukherjee muller nature nervous networks neurocolt nips obermayer olson optimal optimization outcome over pages pairwise pittsburgh poggio pomeroy pontil prediction press proc proximity references reglarization report rifkin risk roth royal science sdorra selection shawe slonim smola soft springer statistical stolovitzky structural sturla support svms system tamayo taylor technical theory training trans transactions tumour university using vapnik vector vectors weston wetmore williamson with workshop zagzag http://books.nips.cc/papers/files/nips15/AA64.pdf 63 Discriminative Densities from Maximum Contrast Estimation adaboost advances algorithm analysis arti august bangalore bartlett berlin bhattacharyya bishop breast burges cambridge cancer cation cial clarendon classi classif computer conf contrast cortes data dataset density department dept design diabetes duda editors egham estimation fast graepel hart heart herbrich holloway iisc improvements india iter keerthi kernel kernels learning london machine machines margins maximum meinicke methods minimal muller multivariate murthy nature networks neural obermayer onoda optimization oxford pages pattern platt press proc proximity rate ratsch recognition references report ripley ritter robert royal scene scholkopf science scott sequential shevade smola soft springer statistical submitted support technical theory thyroid training twellmann university using vapnik vector wiley williamson with york http://books.nips.cc/papers/files/nips15/AA26.pdf 25 Half-Lives of EigenFlows for Spectral Clustering above academic algorithm algorithms analysis annual appendix applications approach both bottleneck british cant chains changes ciently clustering clusterings compared compute computer computing conference corresponding cuts data degrees derivative diagonal easy effectively eigenvalue eigenvector eigenvectors element elements entries equation european except expression fact factorization feature felzenszalb finite form foundations freeman further good graph grouping half having higgins huttenlocher ieee ignored ijcai image information intelligence interested internation international intl jordan journal kannan kemeny keyes kluwer large life link lives location longuet machine malik markov markovian matrix meila method minimum modi must nips nity nodes normalized nostrand numerical only parallel partitioning pattern perona pothen power press proc proximity raised random reduce reduces references relatively relaxation relocalization respect scalar science scienti scott seeing segmentation show sigir signi simplifying slonim smaller snell some spectral stability stable stacked statistics such symposium than that this those tishby transaction unifying used using value vempala vetta view vision walks weiss what where which with workshop write york zero zeros zheng http://books.nips.cc/papers/files/nips15/CN11.pdf 98 A Convergent Form of Approximate Policy Iteration achieves advances algebra algorithms analysis appendix application applications applied approximate approximation arguments arti athena automatic available backgammon baird barto bertsekas books bradford bradtke cambridge carnegie chains chattering cial cients coef computation conference continuous control converge convergence converges decision dekker derivatives difference dimensional disrete domains dynamic editor elementary ergodicity existence farias focus follow from function gammon ggordon given gordon high hilbert ieee information intelligence internal international introduction iteration jaakkola john journal kaufmann last learning lemma level linear littman machine markov massachusetts master matrices matrix means mellon meyer morgan nancial neural neuro nineteenth nite note numerical observable optimal pages partially pendrith perkins play point points policy press pricing proceedings processes processing program programming proof puterman rank readily real references region reinforcement report residual results sarsa scienti self seneta sensitivity sequence show siam singh single singular solutions some sons space step stewart stochastic stopping sutton systems szepesvari teaching temporal tesauro that then theory thesis three thus time transactions tsitsiklis twelfth university updates using value volumes want wiley with york http://books.nips.cc/papers/files/nips15/AA47.pdf 46 Informed Projections aaai access advances algorithm algorithms allocation analysis applications arti audio automatic automatically basis becker blei burges cambridge cation cial classi classify clustering cohn computing conference connectivity content craven cross data deerwester dietterich dimensionality dipasquo dirichlet document documents dumais editor editors embedding exploratory extract extracting factors features feed forward freitag from functions furnas gaussian generating ghahramani grefenstette harshman hofmann http human hypertext icassp improve indexing information intelligence jana jordan kearns kluwer knowledge labeled landauer language latent learning leen linear link littman locally lowe madison mappings mccallum menlo missing mitchell model modeling music national networks neural neurocomputing nigam noise nonlinear novel pages park pattern platt playlists press prior probabilistic proc proceedings process processing projections radial recognition reduction references retrieval ripley robust roweis saul science semantic shadow slattery solla spca statistical stockholm swenson symbolic systems targets text textual thrun tipping toolkit topographic uncertainty university unlabeled using volume weare wide world zheng http://books.nips.cc/papers/files/nips15/VS10.pdf 196 Linear Combinations of Optic Flow Vectors for Estimating Self-Motion –a Real-World Test of a Neural Model accuracy accurate achievable acknowledgments across addition against although applied approach appropriate assumes authors await basic been between biol canberra capable case center chahl changing characteristic choice closed coding combination combining comparable comparison component components computation conditions consequence consistent could current currently cybern dendritic detailed differences different directly distances done doorn ective egomotion elds emds enough ensemble essential estimates estimation estimator experiments facts feasible finally financial form franz from frontier further gantry give gyroscopic happen have head help hengstenberg higher highly hill hint hofmann however human ignore image imaging indeed indicate indicating input integration interneurons interpolation koenderink krapp large later less limitation linear linearly local loop lters matched might model more motion motions necessarily neuron neurons neurophysiology noise obtain only operate optic optics organization output panoramic particular perceived planckgesellschaft plateau point population possible presence probably processing program properties proposed provided quickly range rather real receptive reducing references reproduce require research robust rotation saturates scene scenes science sciences self sensitive show shown shows sign signals simpli simply simultaneous small some srinivasan stabilization stage structure study such suggests support surfaces tangential technique than thank that their them theory this translation translations turned uence under used useful usually value velocities velocity very view visual weights were what which wide wish would http://books.nips.cc/papers/files/nips15/AA73.pdf 72 Real-time Particle Filters adaptive advances applications approximation approximations arti boyen branching burgard carlo cial cohen complex conference continuous cover dellaert distributions doucet editors elements empirical entropy feynamkac formulae freitas gaussians gordon graphical improving inference information intelligence interacting jaakkola jordan kluwer koller learning lecture linear localization ltering lters mathematics mean methods miclo minimum mixture mixtures mobile modeling models monte moral neural nips notes number particle poland practice press probabilites proc processes processing references relative robot sampling seminaire sequential series shachter springer springerverlag stochastic systems techniques telecommunications theory thomas thrun tractable uncertainties uncertainty verlag wiley with xxxiv york http://books.nips.cc/papers/files/nips15/VS06.pdf 192 A Bilinear Model for Sparse Coding advances aspects attneave august ballard barlow basis bell bilinear cambridge cell classical code coding communication components computation content control cortex development discovering distributed edge editor effects elds emergence employed extra field freeman functional gain generative ghahramani groups hinton images independent information informational interpretation invariant learning lewicki localized lters messages models natural nature network neural neuroscience olshausen oriented overcomplete pages perception philosophical possible predictive press principles processing properties psychological receptive references representations research review rosenblith royal ruderman scenes schwartz sejnowski sensory separating signal simoncelli simple society some sparse statistics strategy style systems tenenbaum transactions transformation translation underlying vision visual with http://books.nips.cc/papers/files/nips15/AP13.pdf 85 Learning to Classify Galaxy Shapes Using the EM Algorithm advances algorithm astrophysical bayesian becker bent brain cadez cantu case catalog chui computer conference data department detection discrete double duncan estimating faint feature finding first fodor frey from galaxies grammars gregg helfand ieee images imaging inference inferring information interface international jojic journal kamath kirshner latent mapping medical method mining mixture mjolsness modelbased models networks neural optimize pages pattern press probabilistic proceedings processing radio rangarajan recognition references registration report schultz science smyth society sources spatial springer statistics study survey symposium systems tang technical that topographic transformation transformations twenty university using variable verlag vision visual volume white yale yaleu http://books.nips.cc/papers/files/nips15/VS13.pdf 199 Recovering Intrinsic Images from a Single Image academic additive adelson advances america analysis annals application august barrow based belief bell bergen biological boosting brockington canada carmichael changes characteristics color computer conference cybernetics decision deriving dimensional drew eccv ectance ection editor european evidence fourth freeman freund friedman from funt generalization generalized graphics hastie heeger ieee image images information intensities international intrinsic journal land learning leung level lightness line local logistic malik material mccann neural optical pages painted pasztor pattern polyhedra press proceeding proceedings processing propagation pyramid recognition recognizing recovering references regression retinex retrieval richards rubin sandini scene schapire sciences second sequences shading siggraph sinha society springer statistical statistics surfaces synthesis system systems tenenbaum textons texture theoretic theory three tibshirami tieu using vancouver verlag view viola vision volume weiss when world yedidia http://books.nips.cc/papers/files/nips15/LT17.pdf 145 An Impossibility Theorem for Clustering aaai academic algorithms analysis anderberg applications approximation arrow axiomatic based bern buhmann cation choice classi cluster clustering collaborative communication course data detection discrete dubes duda edition eppstein foundations francis game geometric giles hall hansen hard hart hochbaum hofmann horvitz impossibility individual jain jardine june kalai location ltering mathematical mathematics mirchandani operations optimization osborne papadimitriou pattern pennock personal prentice press problems proc prolems proximity publishing puzicha recognition recommender references research result roberts rubinstein sibson social stork structure systems taxonomy theory values vempala vetta wiley york http://books.nips.cc/papers/files/nips15/AA66.pdf 65 Incremental Gaussian Processes acoustics adaptive advances alex algorithm algorithms anita applied arti bartlett based bayesian bengio bernhard bottou cambridge candela carl cation cavendish chris cial classi claus computation computer conference csato data david dempster dept designer document evaluation experts fast faul from gaussian ghahramani gradient greedy haffner hansen icassp ieee incomplete information intelligence international interpolation joaquin journal kernel kernels laboratory laird lars larsen learning lecun lehel likelihood linear machine machines mackay manfred marginal mathias maximisation maximum mean method methods michael mixtures models neal networks neural nips nite nnsp notes number nystrom opper other peter poceedings prediction press proceses process processes processing quinonero radford rasmussen recognition references regression rele relevance replacement representation research rubin scholkopf science seeger series signal smola sparse speech speed springer statist statistical statistics supervised svarer systems tech theory thesis time tipping toronto tresp tutorial university using vance vapnik vector vladimir volker wiley williams winther with workshop york zoubin http://books.nips.cc/papers/files/nips15/LT06.pdf 135 Dyadic Classification Trees via Structural Risk Minimization according acknowledgments again aggregation algorithm analysis annals applications army available based bayes before belmont bounds breiman cambridge cation cations chou cient classi coding comparison complexity concept consistency convergence cross cscott current cycle daad data dcts dependencies derived desirable details devroye discrimination dyadic empirical england envisioned estimation extends falconer feature features found foundation foundations fractal free friedman full further geometry grant gray grown gyor here holdout http ieee implementing including indeed induction information jussieu kaufmann learning lookabaugh lugosi machine mammen many marron mateo mathdoc mathematical means median minimax model modeling modi morgan must national naval networks neural nobel nonparametric nowak olshen optimal other part partially partitioning pattern possess preprint preprints presented press proba probabilistic programs proofs properties provides pruning quinlan rate rates recognition references regression regularization regularized remains research results rice ripley risk root scheme schemes science scott seen selection several smooth source splits splitting springer square statistical statistics still stone strategies structured such supported sussex tech techniques theoretical theory this through transactions tree trees tsybakov university using validation vapnik verlag wadsworth west whether wiley with work would yang york zeger http://books.nips.cc/papers/files/nips15/NS23.pdf 172 Interpreting Neural Response Variability as Monte Carlo Sampling of the Posterior additional again algorithms amsterdam analysis anderson annual appendix applying approach associated available axes ballard barlow based basic basis bayesian bell berlin between blake brain calculating call cambridge cant carlo case cells chain choose classical code codes coding column comparison competition complication component components computation computational const constraining constraints contrast contribution correlates correlations corresponding cortex course crucial cucker cumulative current cycle dayan dean denotes denoting density depending destexhe dimensional dimensions directions discharge display distributed distribution distributions does done douglas edge editor editors effects eigensystem eigenvalue eigenvalues eigenvector eigenvectors elds elsevier employed except exhibits experimental exponential extra fast feasible ferster field following form foundations from function functional gaussian geman germany gibbs gillespie given have hence here heyer hidden hierarchical high holt hoyer http hyvarinen idea ieee images implementing inde independent inference instead intelligence interpretation interval invariance inverse journal just kersten knill known koch lampl length lewicki like linear logarithm logarithmic logothetis look lters machine markov mathematics matlab matrix mausfeld mcmc might modeling models monkey monte movshon must natural nature negative negativity neocortical network networks neural neuron neuronal neurons neurophysiology neuroscience newsome nitely noise note observing olshausen ones only ordinate orientation other overcomplete parameter parker passing pattern perception performing phoyer physical physiology point population posterior pouget predictive press probabilistic probability probing problems pyramidal quadratic quite random rather receptive recognition reduction redundancy references rejection relatively relaxation reliability require research resonance restoration review reviews revisited richards robust rotated rudolph same sample sampled samples sampling samplingpack scenes schall scheme schrater schutter science sejnowski sense shub signals signi simple single softky some sons sparse springer standard start state statistical step stochastic straightforward strategy striate subjective such suitably summary system systems taking tempting that them then theory there these thing this through thus time tolhurst trans transactions trends tuning uncut unfortunately uniform uniformly unit university update updated updating upon values variability variables vector verifying vision visual vitro vivo well when where wiley will with work world yields zemel zero http://books.nips.cc/papers/files/nips15/CN14.pdf 101 Learning to Take Concurrent Actions aaai abstraction actions arti between boutilier brafman calculus cambridge cesses chicago cial cichosz cohn comp computer concurrency concurrent conference continuous control course craig david decision delayed dynamically eighth execution extended fifth fourteenth framework from generating glynn intel interacting international khashayar knoblo know learning lecture ledge ligence ling mahadevan markov mdps merge model multidimensional national natural nips notes november oral orally order pages parallel part partial planner planning plans poland precup principles proceedings reasoning references reinforcement reinforcements reiter representation rohanimanesh ronen science second semi singh situation sridhar sutton symposium system systems temp theoretic time topics uncertainty university winskel with zakopane http://books.nips.cc/papers/files/nips15/AA56.pdf 55 The Decision List Machine aditi alamitos annual appear attributes california chervonenkis compression computation computer concepts conference covering cruz data decision dhagat dimension eighteenth floyd foundations from golea halfspace hellerstein icml ieee international intersections irrelevant john journal learnability learning lisa lists littlestone machine manfred marchand mario mostefa network neural pages press proc proceedings reasearch references relating report rivest ronald sally sample santa science shawe simple society symposium systems taylor technical university vapnik warmuth with http://books.nips.cc/papers/files/nips15/LT10.pdf 139 The Effect of Singularities in a Learning Machine when the True Parameters Do Not Lie on Such Singularities able advances algebraic amari analysis annals appear asymptotic asymptotics bayesian berkeley characteristic cients computation computer conference distriburion estimation failure geiger geometrical geometry hartigan hierarchical hironaka honor information international journal kiefer layered learning lecture likelihood machines mathematics methods mismatches mixtures model models multilayer naive networks neural neuromanifold neyman nonidenti normal notes over ozeki park perceptrons proc proceedings processing references resolution rusakov science selection singular singularities statistical systems true variety watanabe when with zero http://books.nips.cc/papers/files/nips15/CS12.pdf 115 Visual Development Aids the Acquisition of Motion Velocity Sensitivities acquisition adelson america arti ballard bayesian behavioral bergen bias bienenstock binocular biological brain cambridge cell center cial combination computation computational computing conference connections constraints cortex cortical deangelis depth detectors development developmental dilemma discrimination disparity dominguez doursat drina energy filter flannery freeman function geman heeger hinton human ideally institute integration intelligence international jacobs joint journal learning local massachusetts milner model models motion networks neural neurons neuroscience normalization nowlan number numerical ohzawa optical paper parallel perception press proceedings processing psychological recipes recognition references representation responses review science sciences scienti segmentation sejnowski selection sensitivities seventh shape signals slow smooth society spatiotemporal stereoscopic striate structure suited systems technology teukolsky theory university variance velocity vetterling vision visual weiss http://books.nips.cc/papers/files/nips15/NS01.pdf 150 Binary Coding in Auditory Cortex abbott acad accuracy activity aertsen albino albright alert analysis auditory awake basalis berry between beylin bialek bibliography blake britten buracas cell cells characteristics code coding comp comparison comput computation connectivity correlated cortex cortical dayan dean decharms degradations delorme depireux deweese diamond diesmann discharge discrimination dynamic effect efficient enabled epsps face features ferret firing first frequency friedrich gerstner gewaltig heil highly identification image impact implications inconsistent individual information input integration irregular jitter kara kelly kilgard kistler koberle koch kowalski laurent lebedev lewen liang location malinow marsalek maunsell measuring meister merzenich mitral monkey monkeys motion moving movshon natl nature netw networks neural neuron neuronal neurons neurophysiol neurosci newsome nucleus odor onset optimization optimizing organization otmakhov output panzeri patterning patterns performance petersen population populations precision primary primate primates probabilistic proc propagation psychophysical pulses random rate recorded reid reinagel relationship reliability reorganization representations reproducibility resistance response responses retinal revisited ripple role ruyter sally schultz science sensitive shadlen shamma shirke signals simultaneously single slow snodderly softky somatosensory sound spectra spike spiking stable statistical steveninck stevens stimulus strong structure synaptic synchronous synchrony temporal thalamic thorpe timevarying timing tolhurst trains transmission unit using variability variable vision visual wang warland with zador zohary http://books.nips.cc/papers/files/nips15/CS01.pdf 104 Fast Exact Inference with a Factored Model for Natural Language Parsing aaai about accuracy achieves acknowledgements acoustical activity admits advanced advantages advice albany algorithms allows ambiguity america answering approach approaches arti author automaton award baker bank based been best bigram bilexical bounds charniak chart cial cient college collins communication comparably complex computational conceptually concrete conference context contrastive corpora decision dependencies dependency design development discriminative discussion divergence driven eacl easily edge editors eisner empirical entropy estimation exact experts extended factored faculty fall fast fellowship fernando foundation fragments framework free gcnu goldwater goodman graduate grammar grammars grammatical grant have head hindle hinton hypergraphs icml importantly inference inspired intelligence international iwpt johnson joshua klatt klein lafferty language large lexical lexicalized like lillian linguistic linguistics link london magerman manning maximal maximum meeting metrics minimal minimizing model models modularizes more most naacl national natural novel other over paper papers parse parser parsing partnership pcfg penn pennsylvania pereira performs practice presented press probabilistic probable problems proc proceedings products program proposed question recognition references relations report representations reranking research rooth satta science second several simple sixth sleator society speech state statistical structural structure supported symposium syntax technical technologies temperley thank that theoretical theory thesis thirteenth this trainable training tree treebank trees trigrams under university very ways what which with wolf work workshop would york http://books.nips.cc/papers/files/nips15/AA31.pdf 30 Clustering with the Fisher Score acids adaptive advances algorithm algorithms amari american anal analysis annals appear arabie bacteria based becker bioinformatics biological buhmann cambridge carlo cation chain classi classif clustering cohn collections comparing component computation data database denison denoising dietterich discriminative distance document dubes durbin eddy edinburgh editors entropy exploiting expression framework from gales gene generative geometry ghahramani girolami going gyrb hall harayama haussler hierarchic holmes homes http huber hubert icann identi ieee ijcnn information inof intell intelligent introduction jaakkola jagota jain jordan journal jump kasai kawanabe kearns kernel krogh labeled laub learning mach markov mathematical methods metric mika minimum mitchison model models monographs monte muller nagaoka nelson networks neural nips nucleic organization pages pairwise papers partitioning partitions patt prentice press principal probabilistic proc processing projection proteins pursuit ratsch rattray recognition references report reversible review roberts roth ruzzo scholkopf seeger sequence site smith society solla sonnenburg spectral speech splice statistics stitute svms systems technical trans translations tsuda university unlabeled using vinokourov volume watanabe weiss with yeung http://books.nips.cc/papers/files/nips15/AA45.pdf 44 Stochastic Neighbor Embedding advances analysis andrew associative berlin bishop cation chapman classi clustering component computation concepts data database dimensionality distributed djvuzone embedding engineering framework from generative geometric global hall handwritten hinton http hull ieee information intelligence jolliffe kachites knowledge kohonen langford language learning lecun linear locally london machine manifold mapping mccallum memory modeling multidimensional neural nips nonlinear observations online organization paccanaro pages pattern perceptual press principal processing recognition reduction references relational representations research retrieval roweis saul scaling science self silva site springer statistical svensen systems tenenbaum text toolkit topographic transaction transactions using verlag volume williams yann york http://books.nips.cc/papers/files/nips15/AA23.pdf 22 Self Supervised Boosting additive advances algorithms analysis application approximation bartlett baxter binary boltzmann boosting brown computation computational contrastive della dence density dept descent distributions divergence elds entropy estimation experts exponential features frean freund friedman function gradient greedy hastie haussler hinton ieee improved inducing information intelligence lafferty layer learing learning lebanon likelihood logistic machine machines mason maximum minimax minimizing modeling models mumford networks neural pages pattern pietra predictions principle processing products random rated references regression report rosset schapire segal singer spiking stanford statistical statistics systems technical texture theory this tibshirani training transactions university unsupervised using vectors view volume http://books.nips.cc/papers/files/nips15/VS01.pdf 187 Learning to Perceive Transparency from the Statistics of Natural Scenes adelson algorithm application arbitrary asilomar based bayesian belief cell chun cients code cognitive cohn complex compression comput computation computer computers conf conference david decomposition denoising deriving domain editor editors emergence entropy estimate field freeman frey from gazzaniga graphs ieee illusions image images information intl intrinsic joint kearns koetter learning lightness loopy mallat maxproduct minimax mller model modeling models multiresolution mumford natural nature neural neurosciences nian olshausen optimality pages pami parametric pasztor perception petrovic phase portilla press principle proc processing propagation properties receptive references representation restoration scenes sequences signal signals simoncelli simple solla solutions song sparse statistical statistics synthesis systems texture theory trans transactions unwrapping very vidakovic vision visual wavelet weiss zing http://books.nips.cc/papers/files/nips15/NS27.pdf 176 Reconstructing Stimulus-Driven Neural Networks from Spike Times aertsen amjad among analysis approach between biol biophys breeze brillinger brody cance cation comp comput connectivity correlation correlations coupling crosscorrelation cybern dario dynamics effective effects eliminates fourier full functional gerstein habib halliday identi linear measure modulation moore neural neuronal neurophysiol neurosci noise nonlinear nykamp palm perkel point processes prog references response ring ringach rosenberg signi simultaneous spike stimulus stochastic synchrony system that trains vision white without http://books.nips.cc/papers/files/nips15/AP03.pdf 75 Mismatch String Kernels for SVM Protein Classification aaai acids algorithm alignment alignments altschul analysis andrew applications approach approximate attwood avoid bairoch baldi basic beck biocomputing bioinformatics biological biology blast brenner brown cambridge cation chapter chauvin chothia chris classi comparing computational computer conference convolution cristianini cruz data database david detect detecting detection diekhans discovery discrete discriminative distantly dynamic eddy effective eggert eisenberg embedding eskin flower framework from gapped generation gish gribskov haussler henikoff hidden holloway homologies hubbard huma hunkapiller information intelligent international introduction investigation jaakkola john journal joyce july kernel kernels knowledge krogh learning lecture length leslie lipman local lodhi machines madden markov mauri mcclure mclachlan method mian michael miller mining modeling models molecular motifs multiple murzin myers nding nello ngerprint ninth noble notes nucleic oxford paci pages pavesi pesole phylogenetic pitfalls pnas preprint press primary prints proceedings programs prosite protein proteins recommended references related remote repeated report research royal sagot salzberg santa schaffer science scop scordis search selley sequence sequences seventh shawe sher signals sjolander spectrum spelling springer statistical status strategies string structural structure structures support symposium systems taylor technical text theory third tool tree unknown using vapnik vector waterman watkins year zhang http://books.nips.cc/papers/files/nips15/AP07.pdf 79 Prediction of Protein Topologies Using Generalized IOHMMs and RNNs accessibility adaptive applications architectures assessment baker baldi bengio bioinformatics biology biopolymers bonded brunak cardinal casadio casp chauvin classes computation conference contact contacts conte coordination corners correlated data design dictionary dimensional domany eight engineering exploiting factorial fariselli features fold folding four framework frasconi from functional future general genomics geometrical ghahramani giohmms gori hidden hubbard hybrid hydrogen ieee improving input intel intelligent interresidue ismb issue jordan kabsch kussell lateral learning lesk ligent machine maps markov modeling models molecular mutations networks neural novel number olmea output past pattern pollastri prediction predictions predition proceedings processing propagation protein proteins proteomics przybylski recognition recovery recurrent references relative rost sali sander science secondary sequence soda solvent special sperduti structural structure structures systems targets three trans using valencia vendruscolo with http://books.nips.cc/papers/files/nips15/AA42.pdf 41 Exact MAP Estimates by (Hyper)tree Agreement advanced algorithm allerton approaches arbitrary arti athena attenuated august available based belief belmont berkeley bertsekas bounds cial class comm computing conf consistency control cowell dawid decoding eecs engineering exact expert feldman freeman frey function generalizations graphs http ieee inference info information intelligence iterative jaakkola july karger koetter lauritzen lids linear martinw maxproduct mean methods networks nonlinear october online optimality pages partition practice press probablistic proc product programming propagation references relation report science scienti solutions spiegelhalter springer statistics systems tech theory trans tree uncertainty upper using verlag volume wainwright weiss willsky http://books.nips.cc/papers/files/nips15/AA51.pdf 50 Handling Missing Data with Variational Bayesian Learning of ICA aapo analysis bayesian biological blind cbcl center chan choudrey clusters component components compuatation computational conference data diego erkki flexible from ghahramani hyvarinen incomplete independent institute international joint jordan journal juha karhunen kwokleung learning little machine markus massachusetts missing neural nonsymmetric pages paper proceedings references report research rizwan roberts rubin sejnowski separation signal source statistical stephen symposium technical technology terrence ucsd undercomplete variational volume weber welling wiley with york http://books.nips.cc/papers/files/nips15/AA55.pdf 54 Artefactual Structure from Least Squares Multidimensional Scaling academic advances analysis annealing basis becker bettonvil between bibby blakemore bound brain buhmann burns cambridge chapman computer computers connection connectivity coordination cortical data deleeuw deterministic dietterich diettrich editors emmcvpr energy evaluation extraction feature function ghahramani global goodhill hall hancock hilgetag hinton ieee information italy jordan kearns kent kernel klock lecture leen linear local london lowe manifold mapping mardia methods metric minimization models mozer multidimensional multivariate nature neill networks neural neuroanatomical neuroscale nonlinear notes novel objective observations organization pages pattern pelillo perceptual petsche philosophical press primate proc processing psychometrika radial recognition references roweis royal sammon saul scaling scannell science series simmen society solla springer sstress structure system systems tenenbaum tipping topographic topological transactions tresp understanding upper venice vision visual williams willshaw with workshop young http://books.nips.cc/papers/files/nips15/AA06.pdf 5 Gaussian Process Priors With Uncertain Inputs Application to Multiple-Step Ahead Time Series Forecasting acknowledge acknowledgements adaptive advances agent ahead appear application approaches authors automatic barcelona bayesian brain candela cesses chaos comments computer computing congress control curve danish dept design edition epsrc equilibrium evaluation forecasting gaussian girard glasgow glass grant grateful gratefully hagan handbook henson hofer hprn icassp ieee ifac information input inputs journal kernels larsen learning lecture linear machines mackay mackey many methods mike modelling models modern multi multiple murray neal network networks neural neutralisation nips nonlinear notes optimal oscillation other parametric physiological prediction press prior priors process processes processing propagation quinonero rasmussen references regression relevance replacement report research royal sbarbaro science seborg second series smith society statistical step submitted supervised support system systems technical technology thanks theory thesis time titterington toronto training trans tting tutorial uncertain uncertainty university useful using vector williams with world http://books.nips.cc/papers/files/nips15/IM01.pdf 118 Optoelectronic Implementation of a FitzHugh-Nagumo Neural Model absorber action active adaptive applied arimondo arimoto array aspects associative atomic august axon barranco barrett bialek bifurcation biophysical bishop boahen boltzmann bounds brady bursting cambridge cavity cells cellular cerboneschi chaos cient circuits cmos coaxial code coding communications competitive computation computational computing cortex coupled crystal crystals curtis diode edition editors electronics emitting engineering excitability exploring extended farhat feedback feng fitzhugh ganglion generators goedgebuer guez hennequin huertas hung hynna ieee implementation impulses interactions interconnection international intracavity izhikevich january johnson journal july june large larger laser lasers learning lenslet letters linares line liquid lower maass machines march meeting membrane memory model models modern modulators multifunction nagumo nakwaski nature nerve network networks neural neuron neurons ning operation optical optics optoelectronic order orton oscillators oscillatory oxford paek pages pattern photorefractive physical physiological porte potential power prata press proceedings psaltis pulsation pulse pulsed pulsing quantum rate recognition references representation retinal review rieke rodr rullen sanchez scale sejnowski self september silicon simulating sinencio slagle solid space spikes spiking state states steveninck stimulus surface sustained synchronization systems taipei taiwan takeall tells temporal theodoro thermal thorpe ticknor timing topical transactions transmission tunable ultrafast university using vazquez versus vertical visual vlsi wagner warland wavelength weakly what winner with yang yariv york yoshizawa zhang http://books.nips.cc/papers/files/nips15/AA61.pdf 60 Charting a Manifold algorithm alignment analysis approach assoc automatic balasubramanian bregler component computation coordination cottrell curves dayan december demers digits dimensionality eccv embedding framework from geometric global gomes handwritten hastie hidden hinton ieee image interpolation isomap january kambhatla langford learning leen linear lkopf local locally machine manifold manifolds mika modeling models mojsilovic networks neural nips nonlinear omohundro points principal recovering reduction references regularized representations revow roweis sample saul schwartz science silva smola stability statistical stuetzle tenenbaum topological trans using variational williamson http://books.nips.cc/papers/files/nips15/LT20.pdf 148 Margin-Based Algorithms for Information Filtering action algorithm algorithms american analysis apple applications association associative auer azoury based best bianchi biased bounded bounds case cases censor cesa colt competitive computation computer concepts concluding conconi conference convex dence density descent distinguish distributions estimation exponential family focs functions gavalda gentile given gradient harman helmbold herbster hoeffding hoerl icml ieee inequalities information international interval iterative journal kaufmann kennard learning lent line linear littlestone lnai lncs long loss lower machine method morgan nist nonorthogonal online optimization order pages perceptron prediction probabilistic probability problems proc programming proof quadratic random references regression regressor reinforcement relative retrieval review ridge saga sampling sciences second sequential sons springer statistical statistics sums system tasting technometrics tenth text theory thereby tracking trans upper using vapnik variables voorhees vovk warmuth watanabe wiley with worst york http://books.nips.cc/papers/files/nips15/AA68.pdf 67 Multiple Cause Vector Quantization adams advances algorithm allocation alspector analysis arti autoencoders blei cambridge canada cial cohn computer conference cowan cvpr dept description dietterich dirichlet dynamic editors energy european exible factorial factorization framework free frey ghahramani helmholtz hinton hofmann images information intelligence jojic jordan kaufmann kearns latent layers learning leen length machine mateo matrix minimum morgan muller nature negative neural objects october parse parts people press probabilistic proc processing publishers references science semantic seung solla sprites stockholm systems tesauro thesis toronto touretzky trees tresp uncertainty university unsupervised video want what williams zemel http://books.nips.cc/papers/files/nips15/AA46.pdf 45 Automatic Alignment of Local Representations accompanied acknowledgments advances algorithm algorithms alignment allow also analysers analysis analyzers applied approach arti associative automatic based berlin bishop brand brendan case cations ceedings centred charting cial cient ciently closer comments complex component computation computer computers conference considering consistent convert coordinated coordinates coordinating coordination cost data december density department describe dimension dimensional dimensionality directly discussions each elevating embedding emphasizes estimate estimation example expert extended factor fewer framework frey from fukunaga full function functions generative geoffrey geometric ghahramani global globally have helpful here high hinton however ieee improves information inputs inspiration instantiates interesting internal international interpolation interpretation into intrinsic isomap kambhatla kohonen krose langford latent lead learn lecun leen like linear local locally manifold mapping memory method mfas mixture mixtures model models modi much nding networks neural nonlinear obtain often olsen only operations optimal organization original ours output overlooked parametric point possible powerful previously principal principle probabilistic procedure procedures processing proposed pursued quadratic quantity rather recently reduction references regression report representations requiring responsibilities reviewers roweis same saul scaling science self separate sets sharing show shown silva similar single space spirit springer status submodel such suited svensen systems technical tenenbaum test than thank that their them this tipping topographic toronto training transactions university upon using valid vector verbeek verlag view visualization vlassis volume weighted which whole will williams with without work yann http://books.nips.cc/papers/files/nips15/CN08.pdf 95 Reinforcement Learning to Play an Optimal Nash Equilibrium in Team Markov Games aaai actions agent agents algorithm algorithms applications behandlung biosystems boutilier centrum chain claus cognitive condition conventions convergence cooperative coordinate coordination crites decision dilemma discrete dynamic dynamics econometrica eines equilibria equilibrium evolution exists framework friend fudenberg function game games general gesamte hale have howard icml ijcai independent informatica information isaacson iterated jaakkola john kandori learning lemma levine littman long machine madsen mailath main markov multi multiagent mutation nachfragetragheit oligopolmodells optimality planning policy press prisoner processes programming purterman references reinforcement requires research results sandholm satis sekaran selten senschaft sharing singh single sons spieltheoretische staatswis step stochastic system systems szepesvari tark then theorem theoretical theory there thusijsman time together value voor wellman wiley wiskunde without young zeitschrift http://books.nips.cc/papers/files/nips15/CS03.pdf 106 Replay, Repair and Consolidation acad academic alvarez appleton biol bower buckingham cambridge carpenter century clark cohen computation conference connection crofts curr dayan dietterich downes edited french frey grossberg hinton hippocampus international jordan kali khadem knowlton learning leen lond london louie machine maladies marr mayes mcclelland mccloskey mcnaughton memoire memory milner moscovitch motivation mozer murre nadel natl neal neural neurobiol neurol neuron neurosci neurosurg nips opin petsche philos press proc proceedings psychiatry psychol psychology references reilly ribot robins saul science scoville seventh siapas skaggs squire sutton trans trends tresp vargha willshaw wilson york http://books.nips.cc/papers/files/nips15/AA67.pdf 66 Learning Graphical Models with Mercer Kernels acknowledge acknowledgments algorithms also although analysis anderson appealing approach approaches approximate around arti assumption attributes bacchus bach based bayes bayesian belief better between blankets cambridge causality chickering cial cient clarendon classical combination compared complete component computational compute conditional conditions consistent continuous corporation cover cowell data deeper della direct discretization discretizing effective elds elements emphasized empirical empirically enables expansion features finally free friedman from further gaussian gaussianity geiger generally goldszmidt grant graphical have heckerman icml identical ieee improvements independence independent inducing induction inference information inspired intel intelligence introduction jordan journal kernel kernels kevin knowledge lafferty lauritzen lead learn learning like link local machine make margaritis markov matlab matrix method methods metric models more multivariate muri murphy must mutual needed neighborhoods network networks nips only order over pairwise pami parameter parameters particular pass pearl performance performed pietra precision press principle principled proc properties provide provides random reasoning references regularization relationship research results robust scholkopf scoring selection setting simulations single smola sons springer statistical statistics structure suggest support surrogate that theoretical theory these this thomas those thrun toolbox trans under understanding undirected university using variables verlag were when which while width wiley with work would zeros http://books.nips.cc/papers/files/nips15/CS04.pdf 107 A Minimal Intervention Principle for Coordinated Movement abbs accornero applications available avella behavior berlin bernstein bimanual biological bizzi brain certain change chapman chapple cogsci cole computation computations concept control controlled controlling coordination cybernetics davis dependent determines dimensionality domkin during elds electromyographic events exible experimentally feedback flash fleming fomin force formation functional gelfand grasp grasping hall hand harris healthy hinton hogan http human identifying induced jaric johansson joint jordan journal kawato kinematic laczko latash limbs manifold markov mathematical mathematics methodology miall minimum model modeling modelling models motor movement movements multi multijoint nature neural neurophysiol neurosci neuroscience ngered nkel noise optimal organization parallel pergamon permit perturbation physiology planning pnas pointing posture press processes rapid references regulation response responses review rmed robertson santello scholz schoner shik signal soechting solutions soner springer stochastic structuralfunctional structure subjects supraspinally sutton suzuki sykes synergies systems task tasks theory todorov torque trajectory tremor tsetlin ucsd uncontrolled under unpredictable variability variables variation verlag vinter viscosity with wolpert http://books.nips.cc/papers/files/nips15/AP04.pdf 76 Graph-Driven Features Extraction from Microarray Data using Diffusion Kernels and Kernel CCA acad acid advances algebraic american analysis applications applied architectures ares bach ball based binkley biological botstein boussard brown burges cbms charles chemical chung cluster component compounds computation conference cristianini data database databases david diffusion discrete display dordrecht dwight editors eigenvalues eisen expression frederico frishman furey gene genome genomenet genomes girosi goto graph graphs grundy guldener hahn harlow hattori haussler hernandez icml independent input joachims jones jordan journal kaloper kanehisa kasarskis kawashima kegg kernel kernels kluwer knowledge kondor lafferty laplace large learning ligand longman machine machines making mannhaupt manuel matese mathematical mathematics mayer methods mewes michael microarray mips models mohar mokrejs morgen munsterkoetter nakaya natl nato nello networks neural nishioka noble nucleic observational okuno other pages pathways patrick patterns paul philadelphia poggio practical press proc protein providence reactions references regional regularization reproducing research rudd sabidussi saitoh scale scholkopf scienti sequences series sherlock siam smola society some spectral spellman spline stanford stern sugnet support symmetry technical terence theory thorsten tomaso using vector volume wahba walsh weil weng wide william http://books.nips.cc/papers/files/nips15/AA04.pdf 3 Adapting Codes and Embeddings for Polychotomies adaptive advances algorithm algorithms allwein annual approach ariti automation bakiri barrier bartlett based bennett bianchi binary boosing boost boosting boundaries cambridge caputo categories cation cesa chervonenkis class classi codes colt column combination computation computational conference constraint control correcting coupling crammer dekel demiriz design dietterich editor editors egham embeddings ensembles error francisco generation ghahramani goldberg graepel guruswami hastie herbrich hill holloway homepage http hypothesis icml information intelligence international issue jordan journal kaufmann kearnsa labels langley large learnability learning lemm linear london machine machines manuscript margin mcgraw methods mika model morgan muller multi multiclass multiple nash networks neural nips nite njas nonlinear note november obermayer onoda ordinal organization output pages pairwise partial peled perceptrons personal presented press probabilistic problems proc proceedings processing programming rank ranking ratsch reducing references regression remote report research results roth royal sahai schapire scholkopf schuurmans selection shaker shawe singer sloane smola sofer solla solving spaces sparse special stochastic support systems taylor technical theory tibshirani twelfth unifying university unpublished using utschick vapnik vector visual warmuth watkins weichselberger weston williamson with york zimak http://books.nips.cc/papers/files/nips15/NS13.pdf 162 An Information Theoretic Approach to the Functional Classification of Neurons allerton also approachable arxiv baylor behav belknap bialek brain brenner cajal cambridge communication computing cond conference control cornehls dowling evol frog grosser hartline himstedt histologie hochstein homme ieee illinois keat koberle lett lettvin llinas maloine masland mathematical maturana mcculloch meister methods nerveux neurobiology neuron neurosci nips paris part pereira phys physics physiol pine pitts precht press proc proceedings references reid reinagel retina ruyter schneidman shannon shapley slonim springer steveninck strong systeme theory tishby univ verlag vertebres weaver york http://books.nips.cc/papers/files/nips15/AA39.pdf 38 Constraint Classification for Multiclass Classification and Ranking aaai advances algorithmic algorithms allwein ambiguities analysis anthony applied approach apte architecture arti automated avenue backpropagation bakiri bartlett based bchl bianchi binary blake boser brill cambridge carlson categorization cation ccrr cesa characterizations cial class classes classi classifying code codes coding colt comput computation computational computer conf conference conic constraint convex correcting coupling crammer cumby dagan damerau databases david decision denker department design dietterich driven duda editors emnlp empirical england error eurocolt european even foundations francisco functions handwritten hart hastie haussler hendersen hill howard hprz hubbard information intelligence international jackel jelinek jordan journal karov kaufmann language learing learnability learning long maass machine machines margin massachusetts mcgraw merz methods michael mistake model morgan mozer multi multiclass natural network networks neural nils nilsson nips online output page pages pairwise part pattern peled petsche power press problems proc proceedings processing recognition reducing references report repository research resolve rosen roth rules scene schapire science second sequential seung seventh sigdat singer snow solving some speech statistical support symposium systems tagging take technical text theoretical theory third thomas tibshirani trainable transformation uiuc uiucdcs ultraconservative unifying university unsupervised valued vapnik vector volume watkins weiss weston wiley winner york zimak zohar http://books.nips.cc/papers/files/nips15/VS09.pdf 195 Recovering Articulated Model Topology from Observed Rigid Motion academia acquisition adjacency algorithms approximating articulated automatic based bayesian bernardo binocular biological birkhauser black bodenheimer body boston brien brostow cambridge camera capture chain charles chen cheng chow computer computing conf conference controlled cormen corporation correspond corresponding cosman costeira course cover daniel data david decomposition density dependence detection devroye digital dimirti discrete distributions edge edward elements enrico equipment estimation european exible factorization featurebased fifth figure finn fleet frame frames frey from generated goncalves graph graphics grouping gures head hedvig hodgins hogg huang human humanoid hung hunter ieee image independently information institute intensities interface international introduction ioannis ivana james jensen joao john joint jojic journal kakadiaris kanade kinematic labeled labeling layers learning leiserson luis magnetic manipulation marina mathematical matrix meila metaxas method michael mikic mixtures model models mohan monocular morris motion moving multi multibody multiple murray mutual networks object objects orthogonal pages pamela paolo parameter pattern perception perona person pietro ping posture press probability proc program progress randomly recognition recovered recovery references regh report richard rigid rivern robotic ronald sample sastry science segments sequence shankar sheng shin shown shows sidenbladh simple singularities sinica song sons springer sprites statistics stochastic subspace synthetic takeo tang technical test theory thesis thomas topology torso tracker tracking transactions trees triverdi using vertices video views vision volume voxel walking weights wiley with yang ying york yuan zexiang zhang zhengyou http://books.nips.cc/papers/files/nips15/LT01.pdf 130 Data-Dependent Bounds for Bayesian Mixture Metho ds accuracy advances analysis annual anthony averaging bartlett bayesian boucheron bound bounding bounds bousquet cambridge cation certain chapelle choice classes classi combined complexities computational conference convergence convex covering data decision dependent distributions eighteenth eleventh empirical error estimation fourteenth function functional gaussian generalization graepel herbrich hierarchies hilbert ieee improved information international journal koltchinksii langford learning linear lugosi machine margin mcallester megiddo mendelson minimax minimization model motivation neural nonparametric number over pages panchenko part performance predictive press princeton problems proceeding proceedings processing rademacher rates references regularized research results risk robert rockafellar seeger selection shawe some space springer stability statis structural svms systems taylor theorems theoretic theory trans twelfth university verlag williamson work yang york zhang http://books.nips.cc/papers/files/nips15/CS14.pdf 117 Automatic Acquisition and Efficient Representation of Syntactic Structures acquisition adriaans alignment babel based becker being cambridge child clark cognitive cogs comparing computational computing connectionist constituent construction context dietterich distributional elman emile exchange experiences finding finite foundations gelder ghahramani grammar grammars gross harris induction information journal kazman klein langacker language learning leeds lexicon lingustics local machine macwhinney manning mind model natural neural niklasson practice prerequisites press proc processing references report roche schabes school science simulating snow stanford state structure sussex syntax system systematically systems theoretical theory thesis time university unsupervised using volume with word zaanen http://books.nips.cc/papers/files/nips15/CN10.pdf 97 Approximate Linear Programming for Average-Cost Dynamic Programming accepted adelman algorithms analysis annals appear application applications applied approach approximate approximations arti athena bertsekas bertsimas bounds cial cient conditionally constraint control decision decisions directed dynamic factored farias functions gamarnik generalized guestrin intelligence inventory journal koller kumar linear lyapunov management manne markovian mathematical mathematics mdps methodology morrison multiclass networks neuro operations optimal optimization parr performance piecewise polynomial preprint price probability processes program programming queueing references replenishment research routing sampling schweitzer science scienti seidmann sequential solution stochastic submitted subsets theory tsitsiklis http://books.nips.cc/papers/files/nips15/AA16.pdf 15 Fast Sparse Gaussian Process Methods: The Informative Vector Machine adaptive advances alex algorithms approximate bartlett bayesian california cation christopher classi committee comp compression computer csato david department editor family fast gaussian greedy herbrich inference informative institute january john kernel lawrence learn learning lehel machine machines mackay manfred matthias mean method methods michael minimal minka models neil nips nystrom online opper optimization pages papers peter platt presented process processes ralf references regression relevance report scheme scholkopf science seeger sequential shef smola sparse speed support technical technology thesis thomas tipping training tresp using vector volker williams winther workshop http://books.nips.cc/papers/files/nips15/IM05.pdf 122 Retinal Processing Emulation in a Programmable 2-Layer Analog Array Processor CMOS Chip accross activity analog analogic applications bionic carmona castro catania cell cellular chip chua circuit circuits complex conf connections continuous density detection digital dynamic dynamics edge electronics erasure erent espejo examples fields fifth four gealow gotarredona guez high ieee igure image implementations ings interna international investigative italy john journal layer layers linan lisbon logic london lular matched memory model network networks neural nguez ophthalmology order oriented parallel patterns pitch pixel portugal proc proceed processor program programmed quadrant receptive references rekeczky retina roca rodr roska salamander science serrano sixth sodini solid sons state stored synapse synaptic systems that their theory tiger time tional transistor traveling using vazquez visual vlsi wave werblin wide wiley with workshop http://books.nips.cc/papers/files/nips15/SP05.pdf 181 Bayesian Estimation of Time-Frequency Coefficients for Audio Signal Enhancement accurate acero acoust acoustical adaptive advances allow amenable amplitude analysis application approach approaches appropriate assp attias audio based bayesian becker bene berlin biometrika birkhauser boston cambridge carlo case casella chain chapman clean communication comparison computational conditional continuing daubechies deng denoising dependent dereverberation determine development dictionaries dictionary dietterich diffuse digital drawbacks enhancement ephraim error estimator eurospeech example expansions extensibility figueiredo figure formulation foundations frequency from fully gabor gained gaussian ghahramani gilks godsill grey grochenig grossmann hall hearing identical ieee including information inherent instance intensity jeffreys largely leen lies like london main malah many markov math mathematical mcmc mean method methods meyer minimum model models monte more most motivated multi music nature neural noise nonorthogonal number obtain open order other outweigh painless parsimonious partial perceptually perfect phys platt plots possibilities possible practice present press prior priors probabilistic problem proc processing proportional quanta question random rayner reader recent recognition refer references regression regressors remains representation residual residuals resolution restoration resultant richardson robert robust sample sampling scale scheme schemes selection shepard short signal signals sophisticated space sparseness spectral spectrogram spectrograms speech spiegelhalter springer square state statistical strength structures subspace such systems than theory this time trans trees using variable vein verlag waveform wavelet weakness whether wilson wolfe work worksh would york http://books.nips.cc/papers/files/nips15/AA65.pdf 64 FloatBoost Learning for Classification adaboost additive advances ahuja algorithm algorithms analysis annals annual application approximation april arcing asymmetric baluja bartlett based baxter blake bombay boosted boosting breiman buhlmann cambridge canada cascade classi combining communications computational computer conference copenhagen cvpr december decision dence denmark detection detector discussion editors effectiveness eleventh european example explanation face feature features floating framework frean freund friedman function functional general generalization girosi gradient greedy hastie hawaii human hypotheses iccv ieee improved india information intelligence international introduction invited jones journal july june kanade kauai kearns kittler large learnable learning letters line logistic machine machines margin mason methods multi network neural novovicova object october oren osuna page pages papageorgiou pattern pitassi poggio predictions press problems proceedings processing pudil rapid rated real recognition references regression robust roth rowley schapire scholkopf schuurmans sciences search selection shum simple singer smola snow society statistical statistics sung support system systems techniques theoretic theories theory tibshirani time training transactions using valiant vancouver vazirani vector view viola vision volume voting workshop yang zemel zhang http://books.nips.cc/papers/files/nips15/SP03.pdf 179 Real Time Voice Processing with Audiovisual Feedback: Toward Autonomous Agents with Perfect Pitch acoustic acoustical acoustics aided algorithm algorithms america analysis april auditory august autocorrelation bagshaw based boston bregman cambridge cepstrum chazan cient cliffs communication computational computer conference contours cooke cuadra cuba detection determination devices doddington domain ellis englewoods enhanced estimate estimating european feature frequency fundamental fundamentals gold habana hall harmonic hartmann hess hiller histogram human ieee integrated interactive international intonation jack journal juang likelihood ling listeners master maximum measurement medan methods models moonen music nikias noll organization other pages parallel perceptual period periodicity periods phillips phonetics pitch prentice press proakis proceedings processing product proudler rabiner rader recognition references resolution sapp scene schroeder secrest september signal signals society sound sources spectrum speech springer statistical stevens super symposium systems teaching techniques technology time tracker tracking transactions volume yair http://books.nips.cc/papers/files/nips15/LT21.pdf 149 Hyperkernels academic adaboost advances algorithm alignment applied bartlett best beyond boosting bousquet cbms center chapelle choosing cient complexity conference crammer cristianini data design editor elisseeff experiments fine forthcoming freund from gaussian ghaoui graphical herrmann http icml inference information ionosph jordan kaufmann kernel kernels keshet kluwer lanckriet learning linear machine machines margins mathematics matrix models morgan mukherjee muller neural neurocolt nite observational onoda optimizing pages parameters philadelphia pima prediction press processes processing programming publishers rank ratsch references regional regression report representation research schapire scheinberg scholkopf semide series shawe siam singer size smola soft spline support systems taylor technical test train training tuned using usps vapnik vector volume wahba watson wdbc williams with york http://books.nips.cc/papers/files/nips15/LT19.pdf 147 Margin Analysis of the LVQ Algorithm acquisition advanced advances algorithm analysis annals application approximate aviation bartlett baxter boosting buckingham campbell cient classi combined computation computer computing conference consistency cristianini curse decision denker devroye dimensionality direct discrimination discriminatory distance effectiveness explanation freund generalization geva gyor hodges http hynninen improves indyk information international journal kangas knowledge kohonen laaksonen large learning lewis line llew lugosi machine majority maps margin margins mason maximum medicine methods motwani nature nearest neighbors neural nonparametric optimization organizing paci package pages pattern pkaw presented probabilistic proceedings processing program properties quantization query recognition references removing report research retrieval schapire school sciences self sigir simard singer smola springer statistical statistics symposium system systems technical techniques theoretic theory torkkola towards transformation usaf using vapnik vector verlag volume voting weak with workshop york http://books.nips.cc/papers/files/nips15/CS08.pdf 111 Bayesian Models of Inductive Generalization acquisition across advances against analysis annual atran axis based bayes bayesian boston capturing carlo category cation classi classifying clustering cognition cognitive column concept conference cross cultures data different discovery duda dumais each editors examples experiment feature figure forms general generalization hart heit hill horse human indicates induction inductive inference information international invitation keen knowledge landauer latent learning logical lopez machine mammals mcgraw mining mitchell model models monte muller nature neural number osherson oxford pages particular pattern plato plotted predictions premises press problem proceedings processing property psycho psychological psychology rational references representation results review rmation rules sanjana science scores second semantic shows similarity sixth sloman smith smyth society solla solution some specific stimuli stork systems tenenbaum theory university using validation volume where wiley wilkie word york http://books.nips.cc/papers/files/nips15/AA30.pdf 29 Parametric Mixture Mo dels for Multi-Lab eled Text advances algorithm algorithms allocation analysis anual appear approach based berlin blei brockhausen care case categorization cation cikm classi combining comparative comparison conference data dempster dirichlet document documents dumais european feature features from heckerman icml incomplete inductive information intensive international joachims john jordan journal knowledge labeled laird latent learning lewis likelihood machine machines many maximum mccallum mitchell monitoring morik neural nigam pederson platt press proc processing references relevant representations retrieval ringuette royal rubin sahami selection society sons statistical study support symposium systems text theory third thrun unlabeled using vapnik vector wiley with yang york http://books.nips.cc/papers/files/nips15/VS12.pdf 198 Shape Recipes: Scene Representations that Refer to the Image adelson algorithm analysis anchoring annual antipolis appearance applications april architecture asilomar assumption bayesian bishop brooks cambridge cation cedex cient cognition cognitive comp compression computation computer computers conf conference cooperative cuts demo derivative detection determining dimensional dynamic editor editors epipolar estimation exible framework france freeman from functions gazzaniga general generalized generic geometry gilchrist gool graphics grove horn html http iccv ieee illusions image images implicit info inria intelligence intl intrinsic july kanade koch leung level lightness linear machine malik matching materials method modeling models motion multi nature networks neural neurosciences normalized occlusion oxford paci pages pattern pentland perception pollefeys press proc processing properties psychological pyramid recipes recognition recognizing recovering recti references rensink report representation representing restoration review robotvis scale scenes sclaroff segmentation series shading shape siggraph simoncelli simple single sophia statistical steerable stereo synthesis systems szeliski tappen technical textons theory thesis three torralba uncertainty using viewpoint vision visual volume washington weiss wwwsop zhang zitnick http://books.nips.cc/papers/files/nips15/CN01.pdf 88 Learning Attractor Landscap es for Learning Motor Primitives advances alamitos atkeson automation barto based behavior cambridge computation computational computer conference constructive control demonstration directional distributed dynamical editors elds force from fukao gandolfo hale human humanoid icarcv icra ieee ijspeert imitation incremental information input intel international interpolation introduction iros ivaldi jordan kawamura kawato kendama koike kotosaka learning ligence ligent local miyamoto movement movements mozer mussa nakanishi nakano networks neural nonlinear obtained only oscillators pages patterns petsche pollick press primitives proceedings processing references reinforcement representing rhythmic riley robot robotics robots schaal shibata society study sutton symposium system systems tevatia theory third through torque using vijayakumar vision wada with http://books.nips.cc/papers/files/nips15/AP05.pdf 77 Real-Time Monitoring of Complex Industrial Processes with Particle Filters accurate advances aerospace alcorta american analytical andrieu approach association automatica auxiliary based becker blackwellised cambridge carlo cation chemical chen computational computers computing conference connecticut cont control cooper dekker detection diagnosis dietterich ding discrete doucet dynamic edition editors engineering error evaluation fault figure filtering frank freitas garcia gaussian generation gertler ghahramani gordon graphical hall howell identi ieee information introduction isermann isolation journal kitagawa knowledge koppen langford level ljung lter ltering lters marcel mathematics methods modelling models monte neural noisy nonlinear number observerbased ogata optimal particle particles pitt plant practice prentice press proc processing punskaya rbpf real redundancy references residual results risk robust second self seliger sensitive sensors sequential shephard simulation smoother some space springer state station statistical statistics supervision survey system systems tank theory third thrun time timestep university user using validating verlag verma versus http://books.nips.cc/papers/files/nips15/CN05.pdf 92 Value-Directed Compression of POMDPs aaai adaptive allerton annual appear approximation arti aubin average based behavior berkeley bialek boston bottleneck boutilier cambridge cation cial ciency cliff comm compact computing conf contr cybernetics dean dearden decision diagrams direct dynamic edmonton equivalence factored features function functions givan goldszmidt greedy greig guestrin hidden hoey husbands identi ieee ijcai info information instance intelligence intl iterative koller learning limitations linear littman loss manuscript markov mccallum mdps memoryless method methods meyer minimization model models murphy nips norm notions observable optimal ormoneit parr partially patrascu pereira pfeffer piecewise planning policies pomdp pomdps poole portland poupart practical predictive press probabilistic proc processes programming projections references reinforcement relative report representations results saad schuurmans seattle separability singh solution solving sparse spudd state stochastic stockholm survey sutton systems technical techniques temporal theoretic theoretical tishby transations uncertainty under unpublished using value valueapproximation vancouver wilson with worksh http://books.nips.cc/papers/files/nips15/AA48.pdf 47 Extracting Relevant Structures with Side Information academic advances agglomerative allerton analyzing association auxiliary baker based bialek bottleneck cation chen cient classi clustering clusters codes coding collections communication computation computational conditional conf conference content cover csiszar decoder deruyter dimentionality discrete distortion distribution distributional document dumais edition elements english framework friedman function girolani globerson hebrew hierarchic hierarchical hoffman ieee indexing info information intell kaski korner lang latent learn learning linguistics lter mach machine maximization mccallum meeting memoryless method mosenzon multivariate netnews neural nips organization pages pereira plenum press probabilistic proc processing rate reduction references report schneidman semantic sequential side sigir sinkkonen slonim source space steveninck systems technical text theorems theory thomas tishby trans university unsupervised using vinokourov with word words wyner york http://books.nips.cc/papers/files/nips15/LT05.pdf 134 Concentration Inequalities for the Missing Mass and for Histogram Rule Error acoustics action algorithmic algorithms american anand anguluin annals approximate arti association assp asymptotic august balls based bennnett bernstein bigrams bins biometrika bounded bounds chen chernoff chicago church cial ciency circuits colt comparison component computer computing conference convergence data david december deleted demands dependence desh devdatt deviation devroye diagrams dubhashi empirical english enhanced ensemble estimating estimation estimators european fast frequencies from gabor gale gastehizdat good goodman guided gyor hagerup hamiltonian harvard hoeffding house hypothesis ieee independent inequalities inference information integer intelligence joshua journal kaelbling katz kaufmann kearns kenneth kutin language large laszlo lawrence learning leslie letters lugosi luis march mathmematical mcallester measure methods michael model modeling morgan moscow multicommodity national negative observations ortiz pack pages parameters pattern peter population probabalistic probabilistic probabilities probability proceedings processing publishing random ranjan ranndom rate rates recognition recognizer reduced references report robert sampling samuel saul schapire science selection seventeenth signal slava smoothing sparse species speech springer srivastav stability stangier stanley statistical statistics structures study sums symposium systems technical techniques tests theory thesis tour transactions turing uence university valiant variables william with http://books.nips.cc/papers/files/nips15/AA25.pdf 24 Intrinsic Dimension Estimation Using Packing Numbers advances algorithms analysis annual appear approach approximate approximation attractors baeza based belussi bishop bruske camastra chapman chavez clicque computation computer computing concepts data dimension dimensionality discrete edition embedding erlebach estimating estimation faloutsos focs foundations fractal framework generative geometric global graphs grassberger hard hastad hill ieee information intelligence intrinsic jansen join kohonen langford linear locally machine mapping maps marroqu measuring metric multidimensional navarro neural nonlinear optimally organizing pattern physica polynomial preserving press procaccia proceedings processing reduction references roweis saul scaling schemes science searching seidel selectivity self siam silva soda sommer spaces spatial spca springer strange strangeness surveys svensen symposium systems tenenbaum time topographic topology transactions using verlag vinciarelli williams with within yates http://books.nips.cc/papers/files/nips15/AA35.pdf 34 One-Class LP Classifier for Dissimilarity Representations academy accepted advances analysis approach arbitrary based bennett berg brussels burges cambridge campbell cation christensen class classes classi combining compactness complexity computation conference data deformable delft description detection devijver digits dissimilarity distance distances distribution dubuisson duin editors estimating gdalyahu generalized handwritten harmonic hausdorff highdimensional http ieee image induction information internat jacobs jain journal kernel learning letters linear lkopf machine mangasarian matching mathematical memoriam method methods metric military modi nature netherlands neural norm novelty object operations paclik pages pami pattern pekalska pierre plane platt press problems processing programming recognition references representation research ressel retrieval royal scandina semigroups separating shawe sidanet smola springer statistical support symposium systems taylor technology templates thesis trans university using vapnik vector verlag vian volume weinshall williamson with zongker http://books.nips.cc/papers/files/nips15/NS05.pdf 154 Spectro-Temporal Receptive Fields of Subthreshold Responses in Auditory Cortex abstracts action albino analysis auditory brain brosch cell characterization cohen complex comput coordination correlation cortex cortical course creutzfeldt curves david decharms depireux design doupe dynamic elds elements estimating features ferret forward frequency friedman from gallant hall hastie heil hellweg interactions kelly klein kvale learning linden masking merzenich mouse natural nature nelken network neurons neurophysiol neurosci neuroscience nonlinear obtained onset optimizing organization potential prentice primary receptive recording references representation response responses reverse reversecorrelation revisited ripples robust rotman sally schreiner shamma simon singh society sound sounds spatio spectral spectro spectrotemporal springer statistical stimuli stimulus strength structural synaptic system temporal thalamocortical their theory theunissen tibshirani time timing tone transformation tuning underlying using vinje visual vivo whole with yosef zador http://books.nips.cc/papers/files/nips15/IM03.pdf 120 Adaptive Quantization and Density Estimation in Silicon academic adaptive advanced advances analog analysis andreou applications applied arvlsi axons bicmos biological bishop boahen bump california carrier cauwenberghs chen chip choi circuits clarendon cmos code complexity compression computers computing conference contrast data database decoder decoding delbruck devices diego digital digits diorio dissimilarity effects elements exdb fang figueroa fowler from gabara grown hagenauer hamada hammin handwritten helfenstein hidden http ieee image implementation information inspiration institute international into isscc itin journal lazzaro learning lecun lenzlinger lippmann little loeliger lubkin lustenberger mahowald markov mead memo minch miura mnist models moerz moody multiplein networks neural neurons nordheim organization oxford parallel pattern physics power press probability proceedings processing processor propagatio quantizer rabiner reciprocal recognition references research retina ryckebusch selected self sensitive sheu silicon similarity snow solid speech spiking state subthreshold symp synap synthesis systems tailb take takeda tarkoy technology theory thermally tourestzky transactions translinear tunneling tutorial using vector vlsi voltages winner winstead with yang yann http://books.nips.cc/papers/files/nips15/AA20.pdf 19 Boosting Density Estimation aaai about additive algorithm algorithms analysis annals application approach approximation autoclass bartlett based baxter bayesian being belief biol bishop boosting botstein breiman brown cambridge carmel carnegie cation cell cells cerevisiae changes cheeseman classi compendium comprehensive computational conference cycle decision descent discovery duda editor effectiveness eisen elidan encyclopedia environmental eurpoean explanation expression frean freund friedman from function functional gasch generalization genes genome genomes genomic gradient graphical greedy group harel hart hastie heckerman http hughes hybridization identi inferring institute international ismb jaakkola john jordan journal kaufmann kegg koller kyoto learning line logistic machine margin mason maximizer meek meila mellon methods microarray microsoft mixtures models morgan network networks neural nips number olshen oxford pages path pattern perturbed pitassi press problems proc program programs quinlan recognition references regev regression regularized regulated report research response results robotics rosset saccharomyces scahpire scene sons space spellman statistical statistics stone storz structure stutz submitted subnetworks technical theoretic theory thiesson tibshirani tractable tree trees tutorial university view voting wardsworth wiley with yeast york zemel http://books.nips.cc/papers/files/nips15/LT04.pdf 133 Stable Fixed Points of Loopy Belief Propagation Are Minima of the Bethe Free Energy algorithm algorithms alternatives approximate based bayesian belief bethe cccp computation convergent dynamic dynamics empirical energies energy estimation excitatory expectation factor francisco free freeman frey function generalized graphs hamiltonian heskes ieee inference information inhibitory intel jaakola jordan kaufmann kikuchi kschischang lagarias ligent loeliger loopy media minimax minimization minimize minka morgan murphy networks neural nips pages pearl plausible probabilistic product propagation reasoning references reparameterization report richardson scaling schemes seung study systems technical theory transactions tree wainwright weiss welling willsky yedidia yuille zoeter http://books.nips.cc/papers/files/nips15/IM08.pdf 125 Classifying Patterns of Visual Motion a Neuromorphic Approach acad advances ampli analog analogue analysis april baltimore bersini brody cation chip circuit classi coexist collective computation computational concentrating conference connected consists constraint continuous cortex counting dayhoff delay delays digital douglas elements feedback graded gutfreund hahnloser have ieee information inspired integration interface international january joint july june letters ligomenides like machine mahowald march mechanism mezard moment motion natl nature nets network networks neural neurons only optical optimization pattern perception phys presented proc processing properties recognition recurrent references response rich saerens sarpeshkar selection sequence sequences seung silicon smooth sotelino spatiotemporal state stocker synchrony synthesis systems tank temporal thesis those time trajectories trajectory trans transient units using varying visual what with http://books.nips.cc/papers/files/nips15/AA72.pdf 71 Location Estimation with a Differential Update Network accumulation algorithm alignment anal andrew application approach approaches approximate areas arti authomation automat automatic automation autonomous ayache batch bayesian besl black blue both boyen brightness burgard cambridge camera chakrabarti cheeseman chen cial cira closed complex computational computer conf conference consistent constraints construction covariance cycles cyclic darrell depth diagonal diagrams differential dimensional drift eccv embedded emery environment environments estimate estimating estimation exact expectation factorization faugeras february feng figure fitzgibbon from gaussian generates geometric global globally gordon graphs green gutmann hall harpreet harville hassibi hilton html http iccv icml ieee ijcv image images incorrect incremental independence indoor inference intell intelligence intelligent internation international iterative joint journal jumps june kailath kanade kaufmann koller konolige kumar large learn learning left like linear local locations loops lucas machine maintaining mapping massachusetts master matching mckay mclauchlan media medioni method milios minka mobile modelling models morency morgan mosaicing mosaics motion multiple naive network networks object olivier open orthography pages panoramic papers parametric patt pattern pearl philip plausible point porceedings pose prentice press probabilistic proc processes projecting propagation rahimi rakesh range reasoning recognition reconstruction recovery recursive reducing references registration relationships report representations revisited right robot robotics robots robust sawhney sayed scan scans scene self sequences sets shape shapes shashua show shum smith smooth solution spatial stat stereo steve stochastic stoddart streams sudderth symposium systems szeliski takeo technical technique that there thesis three through thrun tomasi topology tracking tractable trajectories trajectory tran trans trees trilinearity uncertain uncertainity uncertainty under unknown update using video viewpoint vision visual volume well with wood zisserman zoomed http://books.nips.cc/papers/files/nips15/AP14.pdf 86 “Name That Song!”: A Probabilistic Approach to Querying on Music and Text aarden addison advances album allocation american analysis appear approach approaches arti baeza barnard becker bishop blei brochu byrd cambridge cial cognitive comparison computer computing conceiving conference cover deerwester dietterich dirichlet downie dumais duygulu eccv editors evaluating florida format forsyth freitas frey furnas ghahramani grams guido hamel harshman hofmann hoos huron image indexing information intelligence international issues jordan journal kilian landauer language latent learning level lexicon machine melodic modeling modern monophonic multimedia music musicology neto neural ninth notation object ontario pages pickens pictures press probabilistic processing recognition references renz representing retrieval ribeiro science score semantic semantics simple society sound statistics symposium systems text thesis translation uncertainty university using vision vocabulary volume wesley west western words workshop yates http://books.nips.cc/papers/files/nips15/SP10.pdf 186 Application of Variational Bayesian Approach to Speech Recognition acoustic analyzers approach attias based bayesian beal bounds cambridge chou constructing context criterion decision eurospeech experts factor framework ghahramani graphical hidden icassp icslp inference information large markov methods mixture mixtures model modeling models networks neural nips odell optimizing penalized press principle proc recognition references reichl search shared shinoda speech state thesis tree tying ueda university variational vocabulary watanabe waterhouse http://books.nips.cc/papers/files/nips15/VS04.pdf 190 A Prototype for Automatic Recognition of Spontaneous Facial Actions accepted action advances algorithms alternative alto ambadar analysis annual audio automatic bartlett behavior braathen brand bulletin california cambridge carlo carnegie clues codes coding cohn communications comparative comparison computation computational computer conference consulting cvpr dani david davis deceit delivery detecting detection diego doenges edition editors ekman essa estimation expression expressions extraction eyes face facial facs fasel flexible ford frank frederic friesen from gabor gaussian genuine gesture graphical graphics head hecker hershey human ieee image imamura information institute intelligence interactive international interpretation jamie joint journal kanade kitagawa landmarks lavagetto leen lies lischinski littlewort long lter ltering machine machines manuscript marketplace marks marriage measurement mechanisms media mellon methods models monte moriyama movellan movement mpeg mplab networks neural neurological neuropsychology nonlinear nonrigid norton optical ostermann pages palo pandzic panel particle pattern pentland perona petajan photographs pighin politics pose press proceedings processing producing project psychological psychologists real realistic recognition recognizing recommendations recovery references report review richard rinn robotics rutgers salesin sejnowski sequences series shape smiles smiling smith smoother space speech spontaneous state statistics stochastic study support symposium synthetic system systems szeliski technical technique telling tesauro thesizing time touretzky tracking transactions ucsd univerisity university unpublished using vector video visual volume wavelets with xiao yacoob york your http://books.nips.cc/papers/files/nips15/IM12.pdf 129 Field-Programmable Learning Arrays adaptive addison advances analog analogue antognetti applications architecture array arti based becker benson biological bridges burr cambridge castro cation cauwenberghs chip cial circuits classi cmos coggins competitive concepts conditional conference continuous converter correlations december density dietterich digest digital diorio electrically estimation feedback figueroa flower from gate genov ghahramani graf gulak gurable gyurcsik hall hasler highdimensional holler humes hyde iceg ieee ijcnn implementations information inspiration international jabri january joint journal kernel learning leen machines mead milutinovic mixed montalvo morphology network networks neural oating papers paulos pickard prentice press primitive probabilities proceedings processing programmable quantization reading recon references satyanarayana shon signal silicon solid spike standard state stochastic submission symposium synapses systems systemson technical thomas time trainable transactions tresp trimmed tsividis using vlsi volume washington wesley with http://books.nips.cc/papers/files/nips15/AA24.pdf 23 Automatic Derivation of Statistical Algorithms: The EM Family and Beyond algorithm algorithms allocation analysis bases bayes bayesian beal blake blei breckenridge bugs buntine clustering composition computation computing databases dawid december directed dirichlet ecml elds extensions factor frey from gaffney generating ghahramani gibbs gilks grammars graphical graphs haddawy heckerman hidden ieee independence inference inform interface interpolation jair jordan knowledge kschischang larsen latent lauritzen learning leimer loeliger logic machine mackay markov matlab merz mixtures mjolsness model models multinomial murphy nested networks neural nips operations parameterized perform probabilistic probability product program propagation properties references regression repository sampling science sinica smyth software spiegelhalter statistica statistics stochastic support systems theory thomas toolbox trajectory trans turmon using variational with workshop http://books.nips.cc/papers/files/nips15/AP09.pdf 81 Adaptive Caching by Refetching acme adaptive additive advice ahmed algorithm algorithms amer appear applications arlitt august aware azer baltzer best bestavros bianchi bousquet brandt bruce caches caching carleton cbfh cesa cherkasova colt computation computers concept content cost darrell data david dilley disk distributed down drift ethan evaluating experience expert experts exploiting exponentiated freund friedrich gradient gramacy greedydual haussler helmbold herbster hlss implementation information internet irani ismail issue january john journal june kivinen learning lily linear littlestone locality long ludmilla machine mahadev majority management martin miller mixing mobile monet multiple mummert networks pages past performance posteriors practice prediction proceedings proxy reference references report request research rich robert sandy satyanarayanan schapire scienti sconyers scott server sherrod shudong small software sources special spin streams structures symposium systems technical techniques technologies temporal term tracey tracing tracking updates usenix using usits versus warmuth wdas weighted wisp workshop http://books.nips.cc/papers/files/nips15/AA28.pdf 27 Global Versus Local Methods in Nonlinear Dimensionality Reduction accurate acknowledgments actual advances advantages algorithmic amenable amount analysis approach approaches approximations associative authors bdslt because becker been belkin berlin bernstein bishop both bregler byproducts certain challenging chapman characterized clustering computation computational conditions conformal contrast convenient cottrell cowan curious curvature darpa data december demers designed dietterich dimensional dimensionality downloaded eigenmaps eigenvalue embedded embedding emerge explicit explicitly exploit extensions face fact fail features form formulation framework from generative geodesics geometric ghahramani giles global goal goals grant grants graph hall hanson have help however http human image images independently information interpolation intrinsic invariance isomap kaufmann kohonen labs landmark langford laplacian lauren lead learning leen linear local locally london manifold manifolds mapping maps memory merl methods morgan multidimensional naturally neither neural niyogi nonlinear omohundro only organisation over part points poser preparation preprint presented preserve press principal problem processing program provable providing range reduction references reliable remove rendering results return roweis saul scaling schlumberger schmidt science self sets silva software sometimes sparse sparsity spectral springer stanford structure successfully such supported surprising svensen synthetic systems techniques tenenbaum tesauro tested texture thank that theory these they this thomas tolerance tolerate topographic topological torgerson touretzky trying tunable under using verlag vetter ways well which wiley williams wish with work york http://books.nips.cc/papers/files/nips15/IM04.pdf 121 Neuromorphic Bistable VLSI Synapses with Spike-Timing-Dependent Plasticity abbot abbott acad adaptive advances amit analog annunziato associative asymmetric attention avlsi badoni based becker bliss boegerhausen burg cacy cambridge circuit circuits coincidence collingridge competitive computation december delbruck device devices dietterich diorio douglas driven dynamic dynamics edition editors electron epsps frotscher fusi ghahramani hasler hebbian hippocampus ieee iger implementation indiveri information integrate international iscas issue jordan kohonen kramer learning liming long lubke mahowald malenka markram material mead memory miller minch model modeling mozer murray natl nature networks neural neuralinformation neuromorphic neuron neurons neuroscience nicoll organization orientation ornone pages pascal petersen petsche plasticity postsynaptic potentiation power press principles proc processing references regulation response sakmann salamon science sciences selective self series short silicon simulation single song special spike spiking springer symposium synapse synapses synaptic systems technology temporally term theory through timingdependent trans transistor using variability verlag vlsi volume watts with http://books.nips.cc/papers/files/nips15/VS19.pdf 205 Learning about Multiple Objects in Images: Factorial Learning without Factorial Search advances algorithm alspector analysis articulated autoencoders background barlow based black blake bmva british buxton camera cipolla clustering collins component computation computer conference cowan description eccv editor editors eigentracking energy estimating european factorial factorization flexible fourth free frey ghahramani hawaii helmholtz hinton ieee images inferring information invariant jepson jojic kauai kaufmann layers learnable learning leen length linear machine malsburg manuscript matching mateo matrix minimum mixture modelling models morgan nature negative neural neurocomputing object objects pages pami parts pattern press primitives proceedings processing pycock recognition references representation review revised robust rowe seung shams shape society spatial springer sprites statistical systems tesauro touretzky tracking transformation transformations under unsupervised using verlag video view virtual vision volume with zemel http://books.nips.cc/papers/files/nips15/LT03.pdf 132 Maximum Likelihood and the Information Bottleneck algorithm allerton applications arguments bialek both bottleneck buhmann cation changing classi clustering communication computation computer conf conference cover data dempster distributional distributions document during dyadic eccv editor elements european friedman from graphical hebrew here hermes hinton histogram hofmann image incomplete incremental information involved john jordan journal justi laird lang learning letters likelihood lter machine maximization maximum members method minimization minimum models mosenzon multivariate neal netnews nips other over parametric pattern pereira proc process puzicha random recognition references respect retrieval royal rubin segmentation sequential sigir slonim society sons sparse statistical that theory therefore thesis thomas three tishby university unsupervised using variables variants view vision wiley with york zoller http://books.nips.cc/papers/files/nips15/CN16.pdf 103 Exponential Family PCA for Belief Compression in POMDPs acting advances algorithms analysis andrew anthony approximations arti ascent automation autonomous bagnell bartlett baxter bayesian becker beetz bennewitz burgard cambridge carlo cassandra cial coastal collins component components conference control coordination cremers daniel daphne dasgupta december decision dellaert density dietterich dimensionality direct discrete domains editors embedding estimation exponential factorization family framework function generalization generalized geoffrey geometric ghahramani global gordon gradient guide hauskrecht helicopter hhnel hinton ieee information intelligence intelligent interactive interational international iros james jeff joliffe jonathan jordan journal kaelbling klaus koller kurien langford large lawrence learning leslie linear littman local locally machine markov matrix mdps method methods michael milos minerva mobile models monte museum nature navigation negative neural nicholas nonlinear obermayer objects observable pack pages parr partially parts pegasus peter planning policy pomdp pomdps press principal probabilistic proc proceedings processes processing reduction references reinforcement research robot robotic robotics robots rosenberg roweis saul schapire schneider schulte schulz science search sebastian seung silva springer stochastic suzanna systems tenenbaum thrun tour uncertainty under using value verlag volume with http://books.nips.cc/papers/files/nips15/AA37.pdf 36 VIBES: A Variational Inference Engine for Bayesian Networks accepted advances algorithm algorithms arti attias bayesian beal best bishop bugs cambridge christopher cial components computing concepts conference dietterich distributions editor editors extensibility florida framework ghahramani graphical hinton http icann incremental information intel international introduction jaakkola john jordan justi kluwer learning leen ligence lunn methods modelling models muller neal networks neural ninth other pages press principal proceedings processing propagation publication references saul solla spiegelhalter statistics structure structured systems that thomas tresp variants variational vibes view volume west winbugs winn http://books.nips.cc/papers/files/nips15/AA09.pdf 8 Adaptive Scaling for Feature Selection in SVMs adapting advances annals arti bayesian bousquet bradley breiman campbell chapelle choosing cial cohn concave conf cristianini data discrimination dualities dynamically editors elements entropy feature francisco friedman hastie heuristics inference information instability intellegence international jaakkola jebara kaufmann kearns kernels learning lecture machine machines mangasarian maximum minimization mining model morgan mukherjee multiple nature neal networks neural notes pages parameters poggio pontil prediction press proc processing references selection series shawe solla springer stabilization statistical statistics support svms systems taylor theory tibshirani uncertainity vapnik vector volume weston http://books.nips.cc/papers/files/nips15/AA41.pdf 40 Using Tarjan’s Red Rule for Fast Dependency Tree Construction accelerated accelerating advances algorithm algorithms alspector andrea andrew appl application approximating approximation archive arti attributes august bayardo bayesian best blake bled both british brodley canada candidate carla carnegie cation cbmsnsf chow cial cient classi clustering colorado columbia conf conference construction continuous cowan cross dana danyluk data databases datasets denver dependence dependency dimensional discovery discrete discretization distributions domingos dover editor editors endre error fast fazlollah fitting francisco friedman from function general geoff gerald getting goldszmidt hettich high hoeffding html http hulten icml ieee iftach information institute intelligence international introduction ismail jack joshua jude kaufmann knowledge learning machine marina maron mary massachusetts massive math meila mellon merz method minimizing mining mixtures mlearn mlrepository model moore morgan nachman network neural nips nite oded pages parametric parsa pedro peer pelleg press probability proceeding proceedings processing publications races raghu ramakrishnan references report repository reza robert roberto rule scaling search selection shavlik siam sigkdd sixteenth slovenia sparse speed stockholm stolfo streams structure structures sweden systems tarjan technical technology tesauro theory thesis time transactions tree trees tting uncertainty university using validation vancouver volume with york http://books.nips.cc/papers/files/nips15/AP02.pdf 74 The RA Scanner: Prediction of Rheumatoid Joint Inflammation Based on Laser Imaging about account accuracy accurate achieved acknowledges acknowledgments advances ammation ammatory analysis analyzed approximately arthritis assessed assessment available barber based basis bayesian begin beoptischen best bestimmung beuthan bishop borst cantly carlo categorization cation certain changes chris city classi closely computation costly data degree department desirable development developments diagnosis discriminant does done early eigenschaften eines ernst established examination expect extraction fahrmeir feature followed framework from further gaussian gelenksystems generalized gestel geweu gratefully have hstadium ieee images imaging implementation improve incorporate incorporating information intelligence into invariant invasive joint joints kernel kernels know known krause label lambrechts lanckriet laser latter learning least leen linear lkopf ller machine machines madison magnetic making mayer medical medizin mesecke methods metzger mika minimal modelling models monte moor multivariate nabney neal need netlab neural nger noise nonstandard novel occur operating overall pain parameter particular patients pattern performed prapavat prediction present press proceedings process processes processing provide proximal public radford reduced references regression resonance results reuss rheinbaben rheumatism rheumatoid rheumatoiden rheumatologist rost routinely runge scanner scarce scheel scholarship sensitive sensitivity sher show shown siemens sigir signi situations smola soft software solla spaces speci springer squares stages statistical statistics status study subjective such suitable suited support suykens system systems taking task tech technique text thanks that these this through thus tissue toolbox toronto trained training transactions tresp tsch tuning tutz university used using vandewalle vector verlag vitro wahba weisman weston when whether which will williams wisconsin with yang http://books.nips.cc/papers/files/nips15/VS02.pdf 188 Learning to Detect Natural Image Boundaries Using Brightness and Texture algorithm algorithms america analysis application approach arpa attribute available based belongie bergen boosting bounds bowyer buhmann burr canny carlo cavanagh chain chang cjlin coalescing comp completion composed comput computation computational computer conf contour contours coughlan csie cues curves cybernetics data database dence dependent dept depth descriptors detecting detection detector different discrimination discriminator dougherty driven early ecological edge edges elds empirical energy europ evaluating evaluation experts feature filtering fogel fowlkes fundamental gabor glasgow heeger hierarchical hofmann http human ieee illusory image images improved information intelligence jacobs japan jordan journal july june konishi kranenburg learning leung library libsvm localizing lond lters machine machines malik markov martin measures measuring mechanisms meila mixtures model monte more morrone multi mumford natural neural nips nitzberg optical osaka pages parametric pattern peaks perona phase preattentive predictions probabilistic proc proceedings puzicha pyramid random rated recognition references research retrieval rijsbergen rivest roofs rubner sagi salience scale schapire segmentation segmented shape shiota shum siggraph similarity singer society software springer statistics steps stochastic support synthesis texture than theoretic tomasi trans understanding univ unsupervised using vector verlag vision volume walks williams with workshop yuille http://books.nips.cc/papers/files/nips15/AA71.pdf 70 Multiplicative Updates for Nonnegative Quadratic Programming in Support Vector Machines adaboost advances algorithm algorithms analysis annals annual application approximate associated asymptotic auxiliary based baum becker been blake bound bounding bregman burges cambridge campbell cancer case cation cauchy cient cients claim classi classify coef collins computation computational condition conference converge convergence convex cristianini crucial darroch data databases decomposing decreases dempster denominator derivation derivative derive descent diagnosis dietterich direction discovery distances each editors element equalities esann estimates estimation example exists exploits exponentiated express factorization fast finally following from func function functions generalized generally gentile ghahramani gives global gorman gradient have hidden hold hyperplane implies improve incomplete increases inequalities inequality information into iterating iterative journal kernel kernels kivinen knowledge lagrangian laird last layered leading learning leen likelihood likewise linear logistic machine machines mangasarian many margin markov mathematical matrix maximal maximization maximum maxk merz methods minima minimal minimization minimum mining minv mixture models monotonic move multiplicative musicant nature need negative network networks neural never news nonnegative nonzero normal numerator objective objects observation obtain obtained occurring only optimality optimization overall pages parts pattern performed platt point points predictors press probabilistic procedure proceedings processes processing products programming proof properties prove quadratic ratcliff rate recognition recognizing reduces references regression relies repeated repository research result rewrite royal rubin rule same saul scaling schapire scholkopf schwartz sejnowski separately sequential series setting seung shawe shorthand shown siam similar since singer smola society sonar statistical statistics step straightforward substituting such support systems targets taylor technique techniques term terms that then theorem theory thirteenth this three tion trained training tresp tutorial unique units update updates updatings used using vapnik variables vector vectors versus volume warmuth where which while wiley with wolberg zero http://books.nips.cc/papers/files/nips15/LT13.pdf 142 Conditional Models on the Ranking Poset adaboost advances algorithm analyses analyzing arti bakiri biometrika boosting bregman brooks cial codes cole collins combinatorics combining concensus conditional conference correlation cranking critchlow data detecting dietterich distances editors enumerative errorcorrecting experiments exponential feigin fligner freund information intelligence international journal kendall lafferty learning lebanon lecture likelihood logistic machine mallows mathematics maximum measure methods metric modeling models multiclass neural notes null ordering paired partially permutations posterior probabilities probability problems processing psychometrika rank ranked ranking rankings references regression research royal schapire series singer society solving springer stanley statistical statistics systems trend using verducci volume wadsworth with http://books.nips.cc/papers/files/nips15/AP01.pdf 73 Identity Uncertainty and Citation Matching aaai academic agents algorithm application approach approximate association autonomous bayesian bollacker carlo chain chapman charniak cient citation clustering cohen complex correspondence data dellaert dimensional evaluation feature fellegi fortman giles gilks goldman hall hardening high hingorani hypothesis iaai iapr ijcai implementation inference information jasa kautz koller languages lawrence linkage london many markov matching mcallester mccallum model models monte multiple nigam nips objects order ostland pasula pfeffer plan practice press probabilistic probability reasoning recognition record recursive reference references reid richardson ritov russell seitz semantics sensors sets shalom soft sources spiegelhalter stanford sunter systems theory thesis thorpe thrun tracking ungar visual with http://books.nips.cc/papers/files/nips15/IM06.pdf 123 Improving Transfer Rates in Brain Computer Interfacing: A Case Study advances annual approach arlington arti assessing based becker berlin birbaumer blankertz bler borkowski brain bulletin bunnell burges cambridge cial classi classifying clinical commincation communication computer conf conference contrast control curio current device dietterich donchin editors electroencephalography engineering event experimental farwell fast flor fritsch ghahramani ghanayim graz guger head hinterberger ieee information interface interfaces interfacing iversen kaiser kernel kotchoubey learning lkopf ller locked machines maximum mcfarland meinicke mental methods minimal motor nature networks neuper neural neurophysiological neurophysiology obermaier optimization pages paralysed paralysis perelmouter pfurtscheller platt polikoff potentials pregenzer press proc processing prosthesis psychological ramoser references rehabilitation related research resna resnapress ritter schauer schl sequential single smola speed spelling spencer springer statistical support systems talking taub theory thought total toward towards training transactions translation trends trial twellmann unlocking using utilizing vapnik vaughan vector wijeshinghe wolpaw york your http://books.nips.cc/papers/files/nips15/NS04.pdf 153 Spikernels: Embedding Spiking Neurons in Inner-Product Spaces abeles actions activity aersten aertsen analyses andrew angular anthony apostolos august beck behavior behavioral bergman between biggs bimanual brain calssi cation cell cerebellar chapin christopher classes classi coding coltz component concerning control coordination cortex cortical cristianini daniel david dawn devices diesmann differentially dimensional direct direction discharge discriminative donchin donoghue drawing during dynamics ebner engram ensemble ensembles events experimental exploiting faggin febuary fellows flament free from function generative genton georgopoulos georgopoulus ghazanfar gribova grun haalman hand hatsopoulus haussler helms huma hypothesis ieee increasingly independent instant interactions involved isaacs jaakola james january jerald johan john joint journal june jung kalaska kernels kettner kinematics kralik laubach learning liam lodhi machine mandayam many marc march mark markowitz massey matthew methods miguel mijail models modulation monkey moran motor movement movements moxon multisite nature nello neural neuron neuronal neurons neurophysiology neuroprosthetic neurosci neuroscience nicholas nicolelis nips november oliveira outcomes pages pamela paninski perspective population populations predictionof predicts primary primate primates prothesis prut purkinje quantifying rate reaching real reconstructing recorded recordings references regression rehabil reihle reina relation relationship representation research robot ronald schwartz science serruya shawe shuler signal simple simultaneous simultaneously single slovin smola space spatial speed spike springer srinivasan stambaugh statistical steinberg stephen string supp support synchronization targets task taylor text theory thoughts three tillery time tommi toward trajectory trans tutorial using vaadia vapnik vector velocity visual vladimir votaw watkins wchwartz weber wessberg wessberh work http://books.nips.cc/papers/files/nips15/AA60.pdf 59 Transductive and Inductive Methods for Approximate Gaussian Process Regression about account accuracy accurate achieve achieved acknowledgements acknowledges adapted advances advantages advised again although anton approaches approximation authors available average bartlett basis bayesian been being best better bishop blake boston cant cantly cation chosen classi committee compact complex computation computational computer concern conference consumption cross csato data databases depending desired dietterich different discovery discussed done during easily easy ernst error exhibit expect expected experiments fold follows fraction from gaussian general generalization generalized give given giving gratefully greedy hand icml indicate inductive information international into introduction kaufmann kernel knowledge langely larger learning leen likelihood linearly lkopf machine machines mackay magnitude major manuscript matrix mean memory merz method methods mining models morgan must nato nature networks neural noise nongaussian number nystr observations observed online only opper order other pages painfully paper posterior practice prediction predictions presented press proceedings process processes processing randomly rank rasmussen reduced references regression repository representers resources resulting results running runtime scale scheme scholarship schwaighofer sciences seeger select selection series sets siemens sigkdd signi sixth slightly slow slower smola sparse speed springer squared statistical subset such support systems take tech terms than that theory they this those through thus time training transduction tresp unpublished using validation vapnik verlag well while williams with worse http://books.nips.cc/papers/files/nips15/VS11.pdf 197 Learning Sparse Multiscale Image Representations abromovich adaptive adelson amer anal antoniadis approach architecture assoc baraniuk based bayesian berlin chang chipman codes coifman computation conf context coring crouse denoising derivative design donoho filters flexible freeman germany heeger hidden ieee image information intel international invariant kolaczyk laussanne learning lewicki machine markov mcculloch modelling models multi multiscale neural noise noising nowak olshausen oppenheim patt preprint presented proc processing pyramid references removal sallee sapatinas scale shiftable shrinkage signal silverman simoncelli sparse spatially springer statist statistical statistics steerable switzerland theory thresholding trans transactions transforms translation using varlag vetterli wavelet wavelets with http://books.nips.cc/papers/files/nips15/AA01.pdf 0 Bayesian Monte Carlo about above achieve acknowledgments adaptive again although analogue analysis annealed applicable approach approximating bayarri bayes bayesian being believe berger bernardo bridge carlo carnegie cases classical computational computationally computing constant constants contrasts cult dawid department deriving design despite dimensional directly discrete discussion discussions distribution drawn editors equation equivalent estimates evaluate evaluated evaluations even example exceeding exhibit expensive exponentially finally fraction friedman from function functions fundamentally further gaussian gelman good graphical hagan hasselmo heckerman here hermite high hybrid importance incorporated inference inspiring integral integrals integrands integrated into introduction jordan journal kennedy knowledge known laboratory large learning like limitation limitations limited mackay makes many mellon meng method methods minka mixture model modelling models modes monte mozer multivariate neal necessarily networks neural nips normal normalising normalizing november number numerical obtain only optimal outlined oxford path performance planning possible posterior present presented press prior problem problems process processes prove proven quadrature radford rasmussen references regression report require required requires rules sample samples sampling science several should simulating smith some sometimes speed splines stanford state statistical statistician statistics successful such symmetrical technical thank that theoretically there this thousand touretzky treated typically unfortunately university unsound using west where which williams with would http://books.nips.cc/papers/files/nips15/CN02.pdf 89 Learning a Forward Model of a Reflex acoust adaptive american analysis anticipatory approach aquisition barto behav black bottom brain chapter christofer classical computational computing conditioning conference control current daniel dayan denker differences distributed drive dynamic editor editors effectiveness element environments expectation expression fitzgerald foraging function fundamentals ghahramani gordon graw grossberg harry hebbian hill institute jerry john klopf learning like machine method model modeling modern montague movement nature network networks neural neuron neuroscience nonreinforcement organisation oxford pages palm pavlovian perception peter physics pitch predict prediction predictive press principles proceedings prokasy psychol read references reinforcement representations reque rescorla research responses retention review sejnowski sequential shepherd signal simulation single sollecito spectral stability steven stewart supplement sutton synaptic system systems temporal terrence theory towards uncertain university using variations verschure voegtlin volume wagner watkins wiley william wolpert york zoubin http://books.nips.cc/papers/files/nips15/NS15.pdf 164 A Model for Real-Time Computation in Generic Neural Microcircuits acad analysing appear approach axon based biologically brief brody buelthoff buonomano center code collective comp comprehensive computation computational computer computing cortical crcpress differential diversity echo editor editors feng framework gabaergic generic german gupta information integration international interneurons interval into jaeger legenstein lncs lters maass markram mechanism merzenich microcircuit microcircuits models moment motivated national natl natschlager neocortex neocortical network networks neur neural neurons neuroscience nonlinear organizing over pages perturbations poggio principles proc properties pyramidal real realistic recurrent references report research same science sensory signaling sontag spatial spatiotemporal springer stable state states suggested synapses synchrony systems technology temporal time towards training transformed transient tsodyks vision volume wallraven wang what with without workshop http://books.nips.cc/papers/files/nips15/CN13.pdf 100 Nonparametric Representation of Policies and Value Functions: A Trajectory-Based Approach academic advances alspector andrew application approximating architectures arti atkeson automatica automation autonomous bagnell based biped cambridge chatterjee christopher cial ciency cohn comparison computation conference control coraluppi cowan decision demonstration dietterich differential dimensional direct discrete doya doyle dyer dynamic dynamics editors elsevier finitestate forward from garcia gerald global glover hall helicopter hopping information integrated intelligence international jack jacobson jeff jersey joshua kaufmann kearns koditschek learning leen local locally machine marcus markov mayne mcreynolds methods mihatsch minimax minmax model moore morgan morimoto neuneier neural optimal optimization optimizers pages passive planar planning policy prentice press proc proceedings processes processing programming publishers reacting references reinforcement review richard risk robot robotics robust ruina santamaria scaling schaal schneider schwind search sensitive simpli solla speed stability stefan sutton systems tesauro theory thomas time todd trajectory tresp using velocity volker volume walking weighted york zhou http://books.nips.cc/papers/files/nips15/AA18.pdf 17 Feature Selection in Mixture-Based Clustering algorithm algorithms analysis appear application arti asia available based basford bayesian bradley brodley carbonetto cation celeux chretien cial cient circular clustering coding compact component computational computer computing conceptual conf conference cover dash data database dekker denison dependency dept devaney dimensional dimensionality dimensions discovery distributions dowe dubes elements entropy estimation evolutionary example fayyad feature figueiredo forbes freeman freitas gaussian generalized genomic gokcay graphical gustafson hall high holmes http icml identi ieee inference information intelligence intelligent intern jain john jordan journal karp knowledge kohavi koller large lawhiu learning leen machine marcel mclachlan mcmc means menczer michigan microarray minimum mining mises mitra mixture mixtures mkhadri model models modha muller multi murthy nips nite object optimal order paci pami papers partitioning pattern poisson prentice press principe problem proc recognition references reina roberts royal sahami saliency science scott search selection sigkdd similarity simple society solla sons spangler state statistical statistics street subset symbolic talavera tech theoretic theory thomas thompson toward trans trunk univ unsupervised using vaithyanathan very wallace weighting wiley wise with workshop wrappers xing york http://books.nips.cc/papers/files/nips15/CN03.pdf 90 Minimax Differential Dynamic Programming: An Application to Robust Biped Walking academic advances atkeson automatica barto body cambridge chains cohn collisions computation constructive contact control coraluppi decision dietterich differential discrete doya doyle dyer dynamic editors elsevier finite from glover hall hurmuzlu incremental information international introduction jacobson jersey journal kearns kinematic learning leen local marcus marghitu markov mayne mcreynolds mihatsch minmax morimoto multiple neuneier neural only optimal pages planar points prentice press processes processing programming references reinforcement research rigid risk robotics robust schaal sensitive solla state sutton systems theory thomas time todd tresp volker with york zhou http://books.nips.cc/papers/files/nips15/LT18.pdf 146 Effective Dimension and Generalization of Kernel Learning annals bartlett berlin bound cambridge charles classes colt convergence convexity dimensional empirical estimation following gaussian geer global have hilbert ieee importance inform learning loss mendelson moreover nite nonparametric optimal pages press processes proposition rates references regression relatively shahar small space spaces springer squared statistics stone sums then theory trans university vadim vectors verlag where williamson with yurinsky http://books.nips.cc/papers/files/nips15/SP06.pdf 182 Source Separation with a Sensor Array Using Graphical Models and Subband Filtering acero acknowledgments adaptive addition algorithms alternative amari analysis another applying approach approximating array attias audiovisual based been bell blackwellized blind brandstein carlo cases casey channel cichocki clean coarse computation computed conditioned contextsensitive data deconvolution deng denoising dereverberation discussions dynamic enhancement ephraim especially eurospeech exact exactly extending extension extremely factor features from gaussian generalization ghahramani given graphical griebel have hershey hidden icassp ieee image improve include independent infer inference information introduction jaakkola jang jordan learning less likelihood machine manner markov maximisation maximum method methods microphone model modeling models monte neural nips noise number observe order parra pearlmutter perform performance pitch platt posterior probabilistic proc processing pursuing references roweis sample saul sejnowski selection sensors separation sequence sequences sequential signal signals single source sources speech state statistical such systems technique techniques than thank that there using valuable variational wiley with http://books.nips.cc/papers/files/nips15/NS18.pdf 167 Hidden Markov Model of Cortical Synaptic Plasticity: Derivation of the Learning Rule activity algorithm analogous applications based cation comput cooperativity correlated cortical curr dependent determine equations froemke hebb hidden ieee induced jointly long markov markram models modi modifying natural nature nelson neural neurobiol neuron neurosci neurotransmitter opin patterns paulsen plasticity postsynaptic postulate probability proceedings rabiner rate recognition references release revisited sejnowski selected senn sjostrom speech spike synaptic term timing trains trsrr tsodyks turrigiano tutorial http://books.nips.cc/papers/files/nips15/AP15.pdf 87 A Probabilistic Model for Learning Concatenative Morphology able actually algorithm also andrew annual approach arti attained attempt bayesian better between both breaking breaks brent capable cape case cation cial cognitive computational conference corpus correct could deal derivational description discovering does down ectional eliminate endings eric erlbaum errors estimate false feel fifth from front fscore gaussier generative goal goldsmith ground have higher hillsdale identi implementation importantly incorporating independent induction information initial intelligence international into investigated john language larger laudersdale learning length level lexicons linguistica linguistics lundberg manner many matthew meeting michael middle minimal minimum model models more morpheme morphemic morphologically morphology most murthy natural neurons occurs other pages paradigm paramorph part particularly performed positives postulating precision predicted preliminary probability problem proceedings processing produce producing references related relations resemble respect result science semantic semantically serve should simple since sizes snover society sreerama statistics stem structure study successful such summary system tend than that these this triggers unsupervised very when with words workshop xation http://books.nips.cc/papers/files/nips15/NS02.pdf 151 How Linear are Auditory Cortical Responses? abeles aertsen ashrae auditory biol biophys blake calhoun california chapman comp cybern decharms depireux doupe edition eggermont hall hear hermes institute isbn johannesma kowalski lewicki lindgren mackay mammalian merzenich nature nelken neural neurophysiol neurophysiology neurosci pasadena pathway popper prut references rotman sahani schreiner science shamma springer statistical technology theory thesis theunissen transactions vaadia versnel york yosef http://books.nips.cc/papers/files/nips15/VS15.pdf 201 Learning Sparse Topographic Representations with Products of Student-t Distributions advances analysis annual application blind code component computation conf contrastive data della denoising denver diego divergence domain elds entropy estimation experts features gaussian gaussians hinton hoyer hyvarinen ieee image images independent inducing information inki intelligence joint lafferty likelihood local machine maximum meeting minimax minimizing mixture mixtures model modeling mumford natural neural nongaussian osindero pages pattern pietra portilla principle proc processing products random references scale separation shrinkage simoncelli source sparse spie statistics strela systems texture topographic training transactions using view volume wainwright wavelet welling http://books.nips.cc/papers/files/nips15/AA07.pdf 6 Kernel Design Using Boosting adaboost additive advances alignment analysis andre annals april bartlett based baxter biocomputing boosting bosquet brain bregman burges cambridge cation charles christopher classi collins combining complexity conf cristianini distances elisseeff eskin feature frean friedman functional ghaoui gradient hastie herrmann horn huma hypotheses ieee information input intl introduction jerome john johnson jonathan jordan journal kandla kernel kernels knirsch lanckriet large learning leslie llew lodhi logistic machine machines marcus margin mason matrix methods michael mika model muller nello neural nips nite noble organization paci perceptron peter press probabilistic proc proceedings processing programming protein psychological ratsch references regression research review robert roger rosenblatt schapire scholkopf semi shawe singer smola space spectrum stafford statistical statistics storage string superkenels support symposium systems target taylor techniques text theory tibshirani trans trevor university using vapnik vector view watkins wiley williamson with yoram http://books.nips.cc/papers/files/nips15/NS16.pdf 165 Adaptation and Unsupervised Learning abbott academy actions adaptation adaptational adaptive after aftereffects algorithm algorithms alters analysis analyzers angle annals appleton approach aspects associative atick attneave ballard barlow beverley bialek biological bishop blanz brain cambridge campbell carp cell cells century change chapman cient circulant clifford code coding cognitive communication comparison component computation computer cone contrast contributions control cortex cortical could crofts cugell cybernetics davis dayan decorrelation delta dependent depression diamond discrimination dong dopamine dynamic early ebner ecological effect effects elements emergence encoding enroth everitt experimental factor fast field formation fresh frey functional gain ganglion gaussian general geniculate ghahramani gibson hall hamasaki hateren heeger high hinton horizontal huang images information informational interactions introduction jolliffe joreskog josa journal kohonen lagged laminar latent lateral learning leopold letters level light like likelihood linear lines linsker london look lters maffei maguire matrices maximizing maximum mccormick membrane memory messages mixtures model models multiscale natural nature neal neisser nelson network networks neural neuron neurones neurophysiology neuroscience neurotransmitter nonlagged normalization nucleus olshausen optimal organization orientation orthogonalizing oxford pattern perception perceptual physical plasticity possible postadaptation predicts press principal principles probabilistic proceedings processing progress properties prototype provide psychological psychology psychometrika radner receptive recognition recurrent redlich reduction redundancy referenced references regan representation research resesarch response responses retina retinal revealed review revisited rmatory rosenblith roweis royal rubin ruderman rule scaling schwartz science sciences sejnowski self sensory series shape shapley shepherd signal simoncelli simple sleep society somatosensory some sparse spehar springer statistics stereo striate synaptic systems temporal thayer theoretical theory tilt tilted tipping toole towards transformation transmission underlying unifying university unsupervised using varela variable vetter vision visual wagner wainwright wake weiler wenderoth wiley woods york http://books.nips.cc/papers/files/nips15/NS06.pdf 155 Temporal Coherence, Natural Image Sequences, and the Visual Cortex aapo adaptive analysis annual anthony approach arti based bell bischof blind bruno cell cells christoph cial code coding coherence complex component components computation computer constraints cortex cumulant david dorffner dynamic edge editors eero einh elds emergence erkki extracting feature field formation from generative georg hans harri hateren hornik horst hoyer hurri icann ieee image images independent invariance invariances invariant james jarmo john juha karhunen kaski kawamoto kayser kiyotoshi kohonen konrad kurt lappalainen laurenz layer leads learning learns lecture like london lters masahiro matsuoka maximize mitsuru mmer model natural nature networks neural neuroscience nonstationarity nonstationary notes ohya olaf olshausen organized pages palmer parameters patrik peter phenomenology photons press primary proceedings properties rding receptive references representation research review rinen royal ruderman samuel scenes science sejnowski self separation sequences signals similar simoncelli simple slow smoothness society sons source sparse spatio spatiotemporal springer statistics stephen stone submitted subspace subspaces temporal terrence teuvo topography transactions transformation unsupervised user using variance various video videos vision visual volume wiley wiskott wolfgang yields http://books.nips.cc/papers/files/nips15/NS14.pdf 163 Morton-Style Factorial Coding of Color in Primary Visual Cortex albright america appearance awake bayesian behavior bell between biology brown cambridge categorical categorization caused cells cerebral changes chromatic classi coding cognitive color colors colour colourcoded components composition cones context cortex current depends derrington domingos edge england equilibria erlbaum faces fuzzy geniculate green harnad hillsdale human implications independent information integration interaction johnson journal krauskopf lateral learning lennie light logical loss lters macaque machine macleod massachusetts massaro mcclelland mechanisms model models monkey morton movellan natural neuron neuroscience noncontiguous nucleus optical optimality paradigm pazzani perceiving perception physiology press primary psychological psychology recognition references representation research responses review scenes sejnowski selective sensitivities shevell simple society spectral speech stimuli stockman surround talking testing trace under university variance vision visual wachtler wavelenght wavelength wesner within word zeki zero http://books.nips.cc/papers/files/nips15/LT11.pdf 140 On the Complexity of Learning the Kernel Matrix alignment appear banach bartlett bousquet chapelle choosing combinations combinatorial conf cristianini density devroye elisseeff estimation ghaoui herrmann jordan journal kandola kernel kernels lanckriet learning ledoux lugosi machine machines maschines matrix methods mukherjee multiple nite optimizing over parameters press probability programming progress references research semide shawe spaces springer springerverlag structered support talagrand taylor towards vapnik vector verlag with work york http://books.nips.cc/papers/files/nips15/VS03.pdf 189 Fast Transformation-Invariant Factor Analysis advances alamitos algorithm analysis analyzers autoregressive cambridge canada chapman clustering colmenarez component computer conference dayan denker detect development digits discrete distance efficient eigenfaces eigenmodes essa estimation everitt face faces factor fast frey ghahramani hall handwritten hawaii hinton huang iduh ieee image images information international intl introduction invariant irfan jojic jolliffe june large latent learning lecun linear local manifolds math maui mixtures modeling models multi multivariate networks neumaier neural parameters pattern pentland polar press principal proceedings processing real recognition references registration report revow robust salesin scale schdl schneider siggraph simard society software springer subspaces systems szeliski technical textures time topographic toronto transactions transform transformation turk university using variable verlag video view vision wolberg york zhang zokai http://books.nips.cc/papers/files/nips15/NS19.pdf 168 Selectivity and Metaplasticity in a Unified Calcium-Dependent Model abbott acad activity ampa anti area associative basis bear between bidirectional bidirectionally bienenstock binocular biophysical blais bliss blockade bonhoe cacy calcium carmignoto castellani cation cations cell cells chapman city clothiaux coincidence collingridge comparison competitive composition controlled converging cooper cooperativity correlation cortex cortical cotex cultured currents cycle dark dendritic dependence dependent depression deprivation destexhe detection determine development disrupts distributed dominance dudek during early ebner ects epsps evidence experience experiencedependent experiment expression ferret frotscher function gnac hebb hebbian heterosynaptic hippocampal hippocampus homosynaptic hong huganir imbert increase input interaction ions jafri johnston jointly kato kirkwood kitten kittens kleinschmidt learning lett liao life lisman lond long lubke macleod magee maps markram mechanism mechanisms memory mikoshiba miller model modi modify monocular mower munro natl nature nelson neocortical neural neuron neurons neurophys neurosci nishiyama nmda noise normal ocular oerthner orientation philpot phys physiol physiological plasticity polarity postsynaptic potentiation preference presynaptic prevents primary proc processes quantal quinlan ramoa rapid rate reared receptor receptordependent receptors references regulate regulates regulation relationship resonance responses rioult role rossum rudolph sabatini sakmann science sekhar selectivity shouval signal simpli singer sjostrom song sources speci spike spiketiming spines stores strength striate stryker suppression svoboda synapse synapses synaptic synaptically systems term theory through timing turrigiano type underlying vicini visual vivo watt with yeung http://books.nips.cc/papers/files/nips15/AA15.pdf 14 Rational Kernels academic alex algorithms alignment analysis appear arto aspects automata based berg berlin bernhard berstel boostexter boosting budapest california cambridge categorization cation champarnaud chris christensen christian christopher ciaa classi combinatorial combinatorics composition computer conference context convolution cristianini cruz david denis design discrete distance dynamic eatcs ecai ecml edit editor editors eilenberg emmanuel eugene features fernando finite formal frameworks france free germany harmonic haussler herbrich holloway holt http huma hungary international january jean jens joachims john journal july kernel kernels kuich language languages lawler learning lecture library lodhi london machine machines many marc massachusetts matroids matti maurel mehryar michael mohri monographs nello networks nips nite notes number optimization pages paul pereira peter power press principles problems proc processing ralf recognition references relevant report research ressel reus riley rinehart robert roche royal salomaa samuel santa schabes schapire scholkopf science semigroups semiring semirings series seventh shawe shortest singer smola soittola sons speech springer state statistical string structures studienbucher stuttgart support system taylor technical teubner text theoretic theoretical theory thorsten tools tours transducer transductions ucsc university using vapnik vector verlag vladimir volume watkins weighted werner wiley winston with workshop yoram york yves http://books.nips.cc/papers/files/nips15/CS13.pdf 116 Timing and Partial Observability in the Dopamine System aaai abstracts acquisition acting adams adaptive aliasing anticipatory application approach artif autoshaping barto basal based beiser bradtke brain cassandra chrisman classical cocozza combining comp computational computer conditioning continuous cortical courville davis dayan decision delayed derin derivative differences distinctions domains dopamine duff during editors error explicit fiorillo foundations framework gabriel gallistel ganglia generate gibbon guedon gural hebbian hidden hollerman houk icdl ieee information intell internal kaelbling kakade lang learning learns like littman long machine markov mesencephalic method methods model modeling models montague moore motivated nature network networks neural neurons neurophys neurosci neuroscience nips observable occupancy occurrence pages partially pavlovian perceptual persist planning predict prediction predictive press probabilistic problems processing psych rate references reinforcement report reproduced research respect response responses reward robot scheme schultz science sejnowski semi signal signals society spatial speech state stochastic structure substrate suri sutton system systems task temporal term that thivent thompson time tira touretzky volume when with http://books.nips.cc/papers/files/nips15/NS12.pdf 161 Binary Tuning is Optimal for Neural Rate Coding with High Temporal Resolution adrian advances analog anderson auditory based becker bethge bialek bimodal binary boston bull bullock bursts carandini carlo casella cells coding compression comput cortex cortical curr dependence deweese discharges distributions editors endings epsps estimation fails ferster fine fize foldiak gersho grey hihgly hoyer human hyvarinen impulses inconsistent information integration interpreting irregular johnson keysers kluwer koch lampl leads lehmann lewen lisman london making marlot membrane minimizes models monte natural nature nerve network networks neural neurobiol neurocomputing neuron neurons neurosci obermayer optimal part pawelzik perkel perrett physiol point population posterior potential press process processing produced prog quantization random rate real references reichova reinagel reliable report research respond response ring rotermund ruyter sampling sensory session sher short sight signal single softky speed spikes springer state steveninck stimuli stimulus synapses syst system systems temporal term theory thorpe thrun tins transmission uctuations unit unreliable variability vector visual volume when with work world xiao york zador http://books.nips.cc/papers/files/nips15/NS03.pdf 152 Neural Decoding of Cursor Motion Using a Kalman Filter abst activity advances algorithm application applied array arti assignment bayesian beck bienenstock biggs bishop black brain brains brown carolina cell cells chapel chapin cial clinical coding computer control cortex cortical decoding devices direct direction donoghue during edinburgh electrode electroencephalography ensemble ensembles estimation fellows framework frank from ganglion gelb georgopoulos ginzburg hand hatsopoulos helms hill hippocampal humans inference inferring information instant interface interfaces interplay interpreting intracortical introduction isaacs kalman kettner kralik laubach lter machine maynard mcnaughton meister moran motion motor movement multi nature neuophysiology neural neuro neuronal neurons neurophysiol neurophysiology neuroprosthetic neuroscience nicolelis nordhausen normann north online optimal paninski paradigm patterns place population position potential prediction press primate primates probabilistic processing properties prosthetic quirk reaching real reconstruction recording recordings references reinagel report representation retinal ring robot robots schwartz science scotland sejnowski serruya shoham signal signals speed spike srinivasan stambaugh statistical structure submitted systems tang taylor technical temporal tillery time train trajectory tuning university using utah velocity visual warland welch wessberg wilson with workshop zhang http://books.nips.cc/papers/files/nips15/CN15.pdf 102 Learning in Zero-Sum Team Markov Games Using Factored Value Functions agent approximation arti australia bucket canada carlos cial conference coordinated daphne december dechter edmonton elimination factored framework francisco free function functions games guestrin icml ijcai incomplete information intelligence international iteration july kaufmann koller lagoudakis learning least linear littman machine markov mdps michael michail model morgan multi multiagent neural nips pages parr planning policy pomdps proceeding proceedings processing reasoning references reinforcement ronald solving squares sydney systems uncertainty under unifying value vancouver with workshop zero http://books.nips.cc/papers/files/nips15/LT12.pdf 141 Rate Distortion Function in the Spin Glass State: a Toy Model approximate basis berger beyound bipartitioning calculated cambridge carlo codes coding compression cond conditions constructed continuous convention converge correcting cover criterion data delity derrida discrete disordered distortion distributions dotsenko elements energy error europhys exactly figure from function gallager giving glass glasses graph hall hosaka ieee indicates information initial inset international introduction kabashima ldpc lett line lossy mathematical matsunaga mechanics methods mezard model models monotonic montanari monte murayama national nature network nishimori nite numerically ones oxford page pages parisi part perceptron performance phys physics prentice press probability proceedings processing random rate record references replica saad scienti shannon sherrington snapshots solid solutions solvable source sourlas spin stable starting statistical suboptimal symposium systems theorem theorems theory thomas turbo type typical university using valence values various virasoro where wiley with wong world yamamoto http://books.nips.cc/papers/files/nips15/IM11.pdf 128 Spike Timing-Dependent Plasticity in the Address Domain abbott academic adaptive addison address advanced advances alamitos analog andreou anniversary arti auditory avlsi based bayoumi becker between biologically biology biophysics bishop boahen boston cambridge cauwenberghs chapman chip chips cial circuits coded coggins communications competitive computation computer conference connectivity covariance decreasing deiss delbruck dependent deweerth dietterich digital douglas encoding events february flower from ghahramani gillespie goldberg gurable hall hebbian higgins ieee iger implementation increasing indiveri information infrastructure inspired integrate integrated interacting jabri journal kluwer koch kramer lazzaro learning lehmann london maas mahowald massachusetts mathematical mead miller motion multi murray nature network networks neural neuromorphic neuron neurons neuroscience nonlinearly normalizing norwell orientation oxford parallel pathways peripherals plasticity point press probabilistic proceedings processing processors publishers pulse pulsed reading recon references research retinomorphic rossum sejnowski selective signal signals silicon single sivilotti society song spike spiking stable stereoscopic storing synaptic system systems temporallyasymmetric thompson through timing timingdependent trans turrigiano university using vision visual vlsi wawrzynek weighting wesley whatley wills with woodburn york http://books.nips.cc/papers/files/nips15/AP12.pdf 84 A Hierarchical Bayesian Markovian Model for Motifs in Biopolymer Sequences acad advances algorithm algorithms alignment altschul amer assoc bailey bayesian beal biology biopolymer biopolymers bioprospector boguski brutlag cation challenge characterization chickering city codes combination common conf conference conserved data deciphering detecting discovering eisen elkan expectation expressed factor functional geiger genes genetic genomics ghahramani gibbs heckerman hidden identi inference information intelligent interactions international knowledge lawrence learning local machine manuscript markov maximization meme michelson model models molecular motifs multiple natl networks neural neuwald nite preparation prior proc processing propagation properties proteins rasmussen references regions regulatory reilly sampling science sequence sequences signals sites speci statistical statistics strategies strategy structural subtle systems transcription unaligned unsupervised upstream using value variational with wootton http://books.nips.cc/papers/files/nips15/AA03.pdf 2 Distance Metric Learning, with Application to Clustering with Side-Information adaptive advances allerton analysis atkeson background bialek bottleneck cardie cation chapman classi clustering communication component computations computing conference constrained control convex dimensionality discriminaive discriminant domeniconi embedding exploiting generative golub gunopulos hall hastie haussler hopkins ieee information international jaakkola johns jolliffe kernels knowledge learning linear loan locally london machine machines matrix means method models moore multidimensional nearest neighbor neural nonlinear pattern pereira press princeton principal proc processing reduction references review rockafellar rogers roweis saul scaling schaal scholkopf schroedl science smola springer support systems tenth tibshirani tishby transactions univ using vector verlag wagstaff weighted with york http://books.nips.cc/papers/files/nips15/CS06.pdf 109 Theory-Based Causal Inference about absent account activate adaptive advances after alone ambiguous anderson approach approximate arti associations axis backwards based baseline basic basis bayes bayesian beam behavioral between blicket blickets block blocking books brain cambridge carruthers categorization causal causality causation character cheng child children cial cognition cognitive combinations common computational conceptual conf conference connection corresponds covariation curve danks decay detecting detector development dietterich different domains door dropping dynamic each edition eleventh energy erlbaum events evidence experimental figure formation francisco from glymour gopnik grif heckerman height human hypothesis indirect induction inference information intelligence international joint journal judged judgments kaufmann kushnir languages learning leen maps mean mechanical michotte model more morgan nets networks neural noise object observed only onto opening order oxford pasula pearl people perception position power prediction predictions present press probabilistic probability proc processing properties psychological psychology publication publishers quarterly rare rational references rehder representation represents review revised russell scheines schulz science sciences search seattle shanks shot sobel spaces spatial spatiotemporal spirtes state strength structure submitted systems temporal tenenbaum than that theory these thought time trap tresp trial uncertainty university value vibration vibrational when with york young http://books.nips.cc/papers/files/nips15/VS08.pdf 194 Unsupervised Color Constancy action algorithm amer april audio authentication automatic average background barnard based bayesian belhumeur biometric brainard brumitt buchsbaum cardei carnegie changes class color conditions conf constancy correction counting cvpr different distributions ectance eigen eigenfaces estimation evaluation experiments expression expressions face facial forsyth franklin freeman frequency functions funt hall hidden iccv ieee ijcv illuminant illuminants illumination illuminations image images independent inst intensity joint kriegman krumm land lenz lien limited linear linkoping lith logeigenspectra machine maintenance maloney marimont markov marszalec mccann meer mellon metameric meyers miller mind model modeling models mondrian networks neural neuro novel numbers object ohta ower pages pami parameters pentland perception person pietikainen possible practice principles proc processor quotient raviv recog recognition references rendering report representation riklin shashua small soriano spatial spectra spectral statistical stiles stimuli study surface technical thesis tieu toyama turk under university using varying video volume wall wandell what with wyszecki http://books.nips.cc/papers/files/nips15/AA62.pdf 61 Annealing and the Rate Distortion Problem abstract academic advances agglomerative alan albert alexander algebra allen allerton altman analysis analyzing annealing annual applied beyn bialek bifurcation biocomputing bjorn boerner book bottleneck breaking bryan canadian cation champneys channels chaos chapter classi clustering coding communication compression computation computing conference continuation control cover decoding deteministic dimensions dimitrov distortion doedel dummit dynamical editor editors elements elsevier entropy eusebius fernando foote forms function gedeon gersho golubitsky govaerts gray groups hall handbook herbert ieee information international inventiones jaynes jean john journal jurgen keller kenneth kernevez kluwer kuznetsov leen mathematicae mathematics maximum method methods miller montana muller naftali network neural nite noam nocedal normal numerical optimization paci pages parker pereira phase prentice preparation press problem problems proc processing publishers publushing quantization quarterly rate rationale references regerssion related representations robert roosien rose russ sandstede schaeffer scienti sensory series signal singularities slonim smoller solla solving springer state stewart symmetry symposium systems theory thesis thomas tishby tomas transitions university vector verlag volume wasserman wiley william willy with wolf world wright york yuri http://books.nips.cc/papers/files/nips15/LT16.pdf 144 Fractional Belief Propagation addison advanced algorithm algorithms alternatives amari application approximate approximation bayesian belief bethe boltzmann bounds cambridge cccp cient city class computation computations convergent editors energies energy estimates expert factor family field free freeman frey function generalized geometry graphical graphs guez heskes ieee ikeda inference information intelligent jaakkola joint july kappen kaufmann kikuchi kschischang lauritzen learning linear local loeliger loopy machines mean media methods minima minimize minka morgan networks neural nips opper pages pairwise parisi partition pearl plausible points press probabilistic probabilities probabilties product projection propagation publishers reasoning redwood references response rodr royal rules saad shimokawa society spiegelhalter sponse stable statistical structures submitted systems their theory thesis transactions upper using wainwright weiss welling wesley willsky with yedidia yuille http://books.nips.cc/papers/files/nips15/NS21.pdf 170 Maximally Informative Dimensions: Analyzing Neural Responses to Natural Signals adaptive advances afferents allerton analysis auditory baker becker between bialek bias biomed blow bodnar boer bottleneck brain brenner cambridge cells channels christensen ciency code coding communication comp comput computing conference control convergence correlation cortex cortical data decoding decorrelation derived dimitrov doupe during dynamics edited elds entropy exploring feature field forebrain from gallant hajek hawken hildebrand ieee illinois image images increase increases information journal kara koberle kuyper lett lewen limited lond maximizes measures method miller monkey motion movement natural naturalistic nature network neural neuron neurons neurophysiol neurosci nonclassical nonlinear obermayer obtained odour olfactory paninski panzeri pereira performance phys plume press primary proc proceedings processing properties quantization rate real receptive recorded references reid reinagel relations reproducibility rescaling response retinal revealed rieke ringach ruderman ruyter samples scaling science sensitive sequences shapley short simultaneously some songbird sounds sparse spectral spike spikes sreenivas statistics steveninck stimulation stimuli strong structure synergy syst system techniques temporal thalamic theunissen thrun time tishby trains trans transfer transmission treves triggered uence university upward using variability vickers vinje vision visual warland with woods http://books.nips.cc/papers/files/nips15/AA38.pdf 37 A Differential Semantics for Jointree Algorithms algebraic algorithms angeles appear appl approach approximating approximation ariables ativ aubin belief binder boutilier chan comp complexity computation computations computing darwiche decision deriv diagrams echnical erential error esian estimates expert factoring factorization functions gathen graphical graphs guide hidden hoey huang ieee ijar inference jacm jair japan jensen jointree kanazawa koller lauritzen learning linear local logical math matter methods models multi networks numbers olesen pages park partial path planning probabilistic problems procedural propagating quart really recursiv references report results rote rounding russell search semantics shafer shenoy simultaneous spudd stat stochastic suppl theory ucla updating using when with