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Evidence from Behavior
LBSC 796/CMSC 828o
Douglas W. Oard
Session 5, February 23, 2004
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Agenda
•Questions=
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•Observable Behavior
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•Informati= on filtering
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Some Observable Behaviors
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3D"Text
Behavior Category
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Some Examples
• Read/Ignored, Saved/Deleted, Replied to
   (Stevens, 1993)
• Reading time <= /b>
    (Morita & Shinoda, 1994; Konstan et al., 1997)
• Hypertext Link
    (Brin &a= mp; Page, 1998)&= #13;
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Estimating Authority from Links
Authority
Authority
Hub
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Collecting Click Streams
&#= 8226;Browsing histories are easily captured
&= #8211;Make all links initially point to a central site
&= #8226;Encode the desired URL as a parameter
&= #8211;Build a time-annotated transition graph for each user
&= #8226;Cookies identify users (when they use the same machine)
&= #8211;Redirect the browser to the desired page
– <= /div>
&#= 8226;Reading time is correlated with interest
&= #8211;Can be used to build individual profiles
&= #8211;Used to target advertising by doubleclick.com
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0
20
40
60
80
100
120
140
160
180
No
Interest
Low
Interest
Moderate
Interest
High
Interest
Rating
3D"Text=
Reading Time (seconds)
Full Text Articles (Telecommunications)=
50
32
58
43
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More Complete Observations
•User selects an article
–Interpretation: Summary was interesting
•User quickly prints the article
–Interpretation: They w= ant to read it
•User selects a second article
–Interpretation: another interesting summary
•User scrolls around in= the article
–Interpretation: Parts = with high dwell time and/or repeated revisits are interesting
•User stops scrolling f= or an extended period
–Interpretation: User w= as interrupted
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No
Interest
No
Interest
Low
Interest
Moderate =
Interest
High
Interest
Abstracts (Pharmaceuticals)
42
55
52
51
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Content-Transfer-Encoding: base64 Content-Type: image/gif R0lGODlhagAMAHcAMSH+GlNvZnR3YXJlOiBNaWNyb3NvZnQgT2ZmaWNlACH5BAEAAAAALAAAAQBo AAoAgQAAAAAAAP///wECAwJMhI+py+0PYYi02otd2DP7D16BQHILh6bqyrbuC8cbSZcbMtb6zvf+ DwwKhabc8IhMKpWopfMJPZoOsqr1inXVpqGuFzTifsfkyu1RAAA7 ------=_NextPart_01C3FE2B.8D4C1BD0 Content-Location: file:///C:/691AC702/796s0405b_files/slide0080_image074.gif Content-Transfer-Encoding: base64 Content-Type: image/gif R0lGODlhagANAHcAMSH+GlNvZnR3YXJlOiBNaWNyb3NvZnQgT2ZmaWNlACH5BAEAAAAALAMAAQBn AAsAgQAAAAAAAP///wECAwJRhI8Yke0Po5y0nhUEs7z7D2HCqIHmiTYiSW7pC08ry2L2jef6zvf+ v6AJh8Si8YhMKmmM4PIJjUqTrpkQiM1qtzqVsxYLi2Vf1/iMvmDSbFABADs= ------=_NextPart_01C3FE2B.8D4C1BD0 Content-Location: file:///C:/691AC702/796s0405b_files/slide0006.htm Content-Transfer-Encoding: quoted-printable Content-Type: text/html; charset="us-ascii" Information Filtering
Information Filtering
&#= 8226;An abstract problem in which:
&= #8211;The information need is stable
&= #8226;Characterized by a “profile”
&= #8211;A stream of documents is arriving
&= #8226;Each must either be presented to the user or not
&#= 8226;Introduced by Luhn in 1958
&= #8211;As “Selective Dissemination of Information”
&#= 8226;Named “Filtering” by Denning in 1975
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A Simple Filtering Strategy
&#= 8226;Use any information retrieval system
&= #8211;Boolean, vector space, probabilistic, …
• <= /div>
&#= 8226;Have the user specify a “standing query”
&= #8211;This will be the profile
• <= /div>
&#= 8226;Limit the standing query by date
&= #8211;Each use, show what arrived since the last use
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Social Filtering
&#= 8226;Exploit ratings from other users as features
&= #8211;Like personal recommendations, peer review, …
&#= 8226;Reaches beyond topicality to:
&= #8211;Accuracy, coherence, depth, novelty, style, …
&#= 8226;Applies equally well to other modalities
&= #8211;Movies, recorded music, …
&#= 8226;Sometimes called “collaborative” filtering
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Rating-Based Recommendation
&#= 8226;Use ratings as to describe objects
&= #8211;Personal recommendations, peer review, …
• <= /div>
&#= 8226;Beyond topicality:
&= #8211;Accuracy, coherence, depth, novelty, style, …
• <= /div>
&#= 8226;Has been applied to many modalities
&= #8211;Books, Usenet news, movies, music, jokes, beer, …
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Using Positive Information
Sourc= e: Jon Herlocker, SIGIR 1999
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Using Negative Information
Sourc= e: Jon Herlocker, SIGIR 1999
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quoted-printable Content-Type: text/html; charset="us-ascii" Information Filtering
The Cold Start Problem
&#= 8226;Social filtering will not work in isolation
&= #8211;Without ratings, we get no recommendations
&= #8211;Without recommendations, we read nothing
&#= 8211;Without reading, we get no ratings
&#= 8226;An initial recommendation strategy is needed
&#= 8211;Stereotypes
&#= 8211;Content-based search
&#= 8226;The need for both leads to hybrid strategies
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Some Things We (Sort of) Know
&#= 8226;Treating each genre separately can be useful
&= #8211;Separate predictions for separate tastes
&#= 8226;Negative information can be useful
&= #8211;“I hate everything my parents like”
&#= 8226;People like to know who provided ratings
&#= 8226;Popularity provides a useful fallback
&#= 8226;People don’t like to provide ratings
&= #8211;Few experiments have achieved sufficient scale
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Challenges
•Any form of sharing necessarily incurs:
–Distribution costs = ;
–Privacy concerns <= /span>
–Competitive concerns&#= 13;
•<= /span>
•Requiring explicit rat= ings also:
–Increases the cognitive load on users
–Can adversely affect ease-of-use
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Motivations to Provide Ratings
•Self-interest
–Use the ratings to imp= rove system’s user model
»<= /span>
•Economic benefit <= /span>
–If a market for ratings is created
»<= /span>
•Altruism
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The Problem With Self-Interest
Number of Ratings
3D"Text
Value of ratings<= /div>
Marginal value to rater
Marginal value to community
Few
Lots
Marginal cost
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Solving the Cost vs. Value Problem=
•Maximize the value = ;
–Provide for continuous user model adaptation
•<= /span>
•Minimize the costs = ;
–Use implicit feedback rather than explicit ratings
–Minimize privacy conce= rns through encryption
–Build an efficient scal= able architecture
–Limit the scope to noncompetitive activities
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Solution: Reduce the Marginal Cost<= /div>
Number of Ratings
Marginal value to rater
Marginal value to community
Few
Lots
Marginal cost
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Implicit Feedback
&#= 8226;Observe user behavior to infer a set of ratings
&= #8211;Examine (reading time, scrolling behavior, …)
&= #8211;Retain (bookmark, save, save & annotate, print, …)
&= #8211;Refer to (reply, forward, include link, cut & paste, …)
&#= 8226;Some measurements are directly useful
&= #8211;e.g., use reading time to predict reading time
&#= 8226;Others require some inference
&= #8211;Should you treat cut & paste as an endorsement?
–<= /span>
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Recommending w/Implicit Feedback
Estimate
Rating
User
Model
Ratings Server
User R= atings
Community
Ratings
Predicted
Ratings
User
Observations
User
Ratings
User
Model
Estimate
Ratings
Observations Server
Predicted
Observations
Community
Observations
Predicted
Ratings
 
User
Observations
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Content-Location: file:///C:/691AC702/796s0405b_files/slide0032.htm Content-Transfer-Encoding: quoted-printable Content-Type: text/html; charset="us-ascii" Information Filtering
Beyond Information Filtering
&#= 8226;Citation indexing
&= #8211;Exploits reference behavior <= /span>
• <= /div>
= 226;Search for people based on their behavior
&= #8211;Discovery of potential collaborators
• <= /div>
&#= 8226;Collaborative data mining in large collections
&#= 8211;Discoveries migrate to people with similar interests
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Relevance Feedback
Make
Profile
Vector
Compute
Similarity<= /div>
Select and
Examine
(user)
Assign =
Ratings
(user)
Update =
User Model<= /div>
New
Documents
Vector
Documents,
Vectors,
Rank Order<= /div>
Document,
Vector
Rating, =
Vector
Vector(s)
Make
Document
Vectors
Initial
Profile Terms
Vectors
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Rocchio Formula
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Positi= ve Feedback
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Supervised Learning
•Given a set of vectors = with associated values
–e.g., term vectors with relevance judgments
•<= /span>
•Predict the values associated with new vectors
–i.e., learn a mapping = from vectors to values
•<= /span>
•All learning systems s= hare two problems
–They need some basis f= or making predictions
•This is called an “inductive bias”
–They must balance adaptation with generalization
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Machine Learning Approaches
•Hill clim= bing (Rocchio)
•Instance-= based learning
•Rule induction
•Regressio= n
•Neural networks
•Genetic algorithms
•Statistic= al classification
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Statistical Classification
= 226;Represent relevant docs as one random vector
&= #8211;And nonrelevant docs as another
&#= 8226;Build a statistical model for each distribution
&= #8211;e.g., model each with mean and covariance
= 226;Find the surface separating the distributions
&= #8211;e.g., a hyperplane for linear discriminant analysis
&#= 8226;Rank documents by distance from that surface
&= #8211;Possibly based on the shape of the distributions
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Rule Induction
&#= 8226;Automatically derived Boolean profiles
&= #8211;(Hopefully) effective and easily explained
• <= /span>
&#= 8226;Specificity from the “perfect query”
&= #8211;AND terms in a document, OR the documents
• <= /span>
&#= 8226;Generality from a bias favoring short profiles
&= #8211;e.g., penalize rules with more Boolean operators
&= #8211;Balanced by rewards for precision, recall, …
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Training Strategies
&#= 8226;Overtraining can hurt performance
&#= 8211;Performance on training data rises and plateaus
&= #8211;Performance on new data rises, then falls
– <= /div>
&#= 8226;One strategy is to learn less each time
&= #8211;But it is hard to guess the right learning rate
– <= /div>
= 226;Splitting the training set is a useful alternative
&= #8211;Part provides the content for training
&= #8211;Part for assessing performance on unseen data
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Critical Issues
&#= 8226;Protecting privacy
&= #8211;What absolute assurances can we provide?
&= #8211;How can we make remaining risks understood?
– <= /div>
&#= 8226;Scalable rating servers
&= #8211;Is a fully distributed architecture practical?
» <= /div>
&#= 8226;Non-cooperative users
&= #8211;How can the effect of spamming be limited?
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Gaining Access to Observations
&#= 8226;Observe public behavior
&= #8211;Hypertext linking, publication, citing, …
» <= /div>
&#= 8226;Policy protection
&= #8211;EU: Privacy laws
&= #8211;US: Privacy policies + FTC enforcement
» <= /div>
&#= 8226;Architectural assurance of privacy
&= #8211;Distributed architecture
&= #8211;Model and mitigate privacy risks
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A More Secure Data Flow
•Ite= m
•Beh= avior
•Fea= ture
•Rec= ommendation
Recommendatio= ns
IxR
Personal Features
IxF
Behaviors = ;
IxB
Community Features
IxF
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Low Entropy Attack
•
•
Community Features
IxF
Side
information
IxB
For user U
adversary
<= span style=3D'font-size:88%'>•Solution space
–Read access to IxF requires minimum = number of unique contributors. <= /div>
•C= ryptographic data structure support
•C= ontrolled mixing.
•
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Matrix Difference Attack
•
•
Community Features
(IxF)<= /div>
adversary
User U
Community Features
(IxF)’<= /span>
Matrix Difference
(IxF) - (IxF)’
IxB
For user U
<= span style=3D'font-size:88%'>•Solution space
–Us= ers can’t control “next hop”
–Routing can hide real source and destination
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Identity Integrity Attack
•
•
Community Features
(IxF)<= /div>
User U
Community Features
(IxF)’<= /span>
Matrix Difference
(IxF) - (IxF)’
IxB
For user U
adversary
adversary
adversary
adversary
= •Solution space
–= Registrar service
•Blinded Credentials
•Attribute Membership Cred= entials
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One Minute Paper
•What do you think is= the most significant factor that limits the utility of recommender <= /span>systems?
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•What was the muddiest point in today’s lecture?
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g_origH=3Dsld.style.posHeight g_origW=3Dsld.style.posWidth g_scaleHyperlinks=3D(document.all.tags("AREA").length>0) if( g_scaleHyperlinks ) InitHLinkArray() if( g_scaleInFrame||(IsWin("PPTSld") && parent.IsFullScrMode() ) ) document.body.scroll=3D"no" _RSW() if( IsWin("PPTSld") && parent.IsFullScrMode() ) FullScrInit(); =09 MakeSldVis(); ChkAutoAdv() if( runAnimations ) { if( document.all("NSPlay") ) document.all("NSPlay").autoStart =3D false; if( sld.filters && sld.filters.revealtrans ) setTimeout( "document.body.start()", sld.filters.revealtrans.duration * = 1000 ); else document.body.start(); } } function MakeSldVis() { var fTrans=3Dg_showAnimation && SldHasTrans() if( fTrans ) { if( g_bgSound ) { idx=3Dg_bgSound.indexOf(","); pptSound.src=3Dg_bgSound.substr( 0, idx ); pptSound.loop=3D -(parseInt(g_bgSound.substr(idx+1))); } SlideObj.filters.revealtrans.Apply() } SlideObj.style.visibility=3D"visible" if( fTrans ) SlideObj.filters.revealtrans.Play() } function MakeNotesVis() { if( !IsNts() ) return false SlideObj.style.display=3D"none" nObj =3D document.all.item("NotesObj") parent.SetHasNts(0) if( nObj ) { nObj.style.display=3D"" parent.SetHasNts(1) } return 1 } function ChkAutoAdv() { if(SldHasTrans()) SlideObj.onfilterchange=3DAutoAdv else AutoAdv() } function AutoAdv() { if(!IsWin("PPTSld") || !gUseSldTimings )return var sld=3DGetCurSld() if( (sld.mAdvDelay>0) && !parent.IsFramesMode() ) setTimeout("parent.GoToNextSld()",sld.mAdvDelay) } function GetObj(id) { if(g_supportsPPTHTML) return document.all(id); else return document.getElementById(id); } function SldHasTrans() { return SlideObj.style.getAttribute("filter")!=3D""= } function GetSldId() { return sId=3Dlocation.href.substring(location.href.la= stIndexOf('/')+1) } function HideMenu() { if( frames["PPTSld"] && PPTSld.document.all.item("ctx= tmenu") && PPTSld.ctxtmenu.style.display!=3D"none" ) { PPTSld.ctxtmenu.styl= e.display=3D'none'; return true } return false } function IsWin( name ) { return window.name =3D=3D name } function IsNts() { return IsWin("PPTNts") } function IsSldOrNts() { return( IsWin("PPTSld")||IsWin("PPTNts") ) } function SupportsPPTAnimation() { return( navigator.platform =3D=3D "Win32"= && navigator.appVersion.indexOf("Windows")>0 ) } function SupportsPPTHTML() { var appVer=3Dnavigator.appVersion, msie=3DappVer.indexOf("MSIE "), ver=3D0 if( msie >=3D 0 ) ver=3DparseFloat( appVer.substring( msie+5, appVer.indexOf(";",msie) ) ) else ver=3DparseInt(appVer) return( ver >=3D 4 && msie >=3D 0 ) } function _RSW() { if( !g_supportsPPTHTML || IsNts() || ( !g_scaleInFrame && (!IsWin("PPTSld") || !parent.IsFullScrMode()) ) ) return var padding=3D0; if( IsWin("PPTSld") && parent.IsFramesMode() ) padding=3D6 cltWidth=3Ddocument.body.clientWidth-padding cltHeight=3Ddocument.body.clientHeight-padding factor=3D(1.0*cltWidth)/g_origW if( cltHeight < g_origH*factor ) factor=3D(1.0*cltHeight)/g_origH newSize =3D g_origSz * factor if( newSize < 1 ) newSize=3D1 s=3DSlideObj.style s.fontSize=3DnewSize+"px" s.posWidth=3Dg_origW*factor s.posHeight=3Dg_origH*factor s.posLeft=3D(cltWidth-s.posWidth+padding)/2 s.posTop=3D(cltHeight-s.posHeight+padding)/2 if( g_scaleHyperlinks ) ScaleHyperlinks( factor ) } function _InitAnimations() { animRuntimeInstalled =3D ''+document.body.localTime !=3D 'undefined'; isFullScreen =3D (window.name =3D=3D "PPTSld") && !parent.IsFramesMode(); g_animUseRuntime =3D g_showAnimation && animRuntimeInstalled && !(isFullSc= reen && parent.IsSldVisited()); if( g_animUseRuntime ) { collSeq =3D document.all.tags("seq"); if( collSeq !=3D null ) { for(ii=3D0;ii numSlds ) gSldJumpIdx =3D numSlds; if ( gSldJumpIdx >=3D 0 ) { if ( gSldJumpIdx =3D=3D 0 ) gSldJumpIdx =3D 1; var jumpTo =3D parseInt(gSldJumpIdx); gSldJump =3D 0; gSldJumpIdx =3D ""; win.GoToSld( parent.GetSldList().mList[jumpTo-1].mSldHref ) } } } function _KDH() { if( event.keyCode =3D=3D 8 ) { event.returnValue =3D 0; parent.GoToPrevSld(); } } function DocumentOnClick() { if( IsNts() || parent.HideMenu() ) return; if( ( g_allowAdvOnClick && (window.name=3D=3D"PPTSld") && !parent.IsFrames= Mode() ) || (event && event.keyCode=3D=3D32) ) { if( g_animUseRuntime && g_animMainSequence && g_animMainSequence.cangonex= t ) return; parent.GoToNextSld(); } } var g_supportsPPTHTML =3D SupportsPPTHTML(), g_scaleInFrame =3D 1, gId=3D""= , g_bgSound=3D"", g_scaleHyperlinks =3D false, g_allowAdvOnClick =3D 1, g_showInBrowser = =3D 0, gLoopCont =3D 0, gUseSldTimings =3D 0; var g_showAnimation =3D g_supportsPPTHTML && SupportsPPTAnimation() && ( (w= indow.name=3D=3D"PPTSld" && !parent.IsFramesMode()) || g_showInBrowser );va= r g_animManager =3D null; var g_animUseRuntime =3D false; var g_animItemsToHide, g_animInteractiveItems, g_animSlideTime; var g_animMainSequence =3D null; var ENDSHOW_MESG=3D"End of slide show, click to exit.", SCREEN_MODE=3D"Fram= es", gIsEndShow=3D0, NUM_VIS_SLDS=3D43, SCRIPT_HREF=3D"script.js", FULLSCR_= HREF=3D"fullscreen.htm"; var gCurSld =3D gPrevSld =3D 1, g_offset =3D 0, gNtsOpen =3D gHasNts =3D gO= tlTxtExp =3D 0, gHasNarration =3D 0, gOtlOpen =3D true window.gPPTHTML=3DSupportsPPTHTML() var gMainDoc=3Dnew Array(new hrefList("slide0001.htm",1,-1,1),new hrefList(= "slide0002.htm",1,-1,1),new hrefList("slide0060.htm",1,-1,1),new hrefList("= slide0063.htm",1,-1,1),new hrefList("slide0062.htm",1,-1,1),new hrefList("s= lide0067.htm",1,-1,1),new hrefList("slide0057.htm",1,-1,1),new hrefList("sl= ide0058.htm",1,-1,1),new hrefList("slide0074.htm",1,-1,1),new hrefList("sli= de0042.htm",1,-1,1),new hrefList("slide0079.htm",1,-1,1),new hrefList("slid= e0005.htm",1,-1,1),new hrefList("slide0080.htm",1,-1,1),new hrefList("slide= 0006.htm",1,-1,1),new hrefList("slide0007.htm",1,-1,1),new hrefList("slide0= 027.htm",1,-1,1),new hrefList("slide0054.htm",1,-1,1),new hrefList("slide00= 55.htm",1,-1,1),new hrefList("slide0056.htm",1,-1,1),new hrefList("slide008= 5.htm",1,-1,1),new hrefList("slide0029.htm",1,-1,1),new hrefList("slide0037= .htm",1,-1,1),new hrefList("slide0090.htm",1,-1,1),new hrefList("slide0081.= htm",1,-1,1),new hrefList("slide0040.htm",1,-1,1),new hrefList("slide0092.h= tm",1,-1,1),new hrefList("slide0030.htm",1,-1,1),new hrefList("slide0097.ht= m",1,-1,1),new hrefList("slide0032.htm",1,-1,1),new hrefList("slide0103.htm= ",1,-1,1),new hrefList("slide0104.htm",1,-1,1),new hrefList("slide0018.htm"= ,1,-1,1),new hrefList("slide0019.htm",1,-1,1),new hrefList("slide0025.htm",= 1,-1,1),new hrefList("slide0021.htm",1,-1,1),new hrefList("slide0026.htm",1= ,-1,1),new hrefList("slide0086.htm",1,-1,1),new hrefList("slide0098.htm",1,= -1,1),new hrefList("slide0099.htm",1,-1,1),new hrefList("slide0100.htm",1,-= 1,1),new hrefList("slide0101.htm",1,-1,1),new hrefList("slide0102.htm",1,-1= ,1),new hrefList("slide0084.htm",1,-1,1)); function FullScrInit() { g_allowAdvOnClick =3D GetCurSld().mAdvOnClk document.body.style.backgroundColor=3D"black" document.oncontextmenu=3Dparent._CM; document.onkeydown =3D _KDH; document.ondragstart=3DCancel document.onselectstart=3DCancel self.focus() } function Redirect( frmId ) { var str=3Ddocument.location.hash,idx=3Dstr.indexOf('#'), sId=3DGetSldId() if(idx>=3D0) str=3Dstr.substr(1); if( window.name !=3D frmId && ( sId !=3D str) ) { obj =3D GetObj("Main-File") window.location.href=3Dobj.href+"#"+sId return 1 } return 0 } var MHTMLPrefix =3D CalculateMHTMLPrefix(); function CalculateMHTMLPrefix() { if ( document.location.protocol =3D=3D 'mhtml:') { href=3Dnew String(document.location.href) Start=3Dhref.indexOf('!')+1 End=3Dhref.lastIndexOf('/')+1 if (End < Start) return href.substring(0, Start) else return href.substring(0, End) } return ''; } function GetTags(base,tag) { if(g_supportsPPTHTML) return base.all.tags(tag); else return base.getElementsByTagName(tag); } function UpdNtsPane(){ if(frames["PPTNts"]) PPTNts.location.replace( MHTMLP= refix+GetHrefObj( gCurSld ).mNtsHref ) } function UpdNavPane( sldIndex ){ if(gNavLoaded) PPTNav.UpdNav() } function UpdOtNavPane(){ if(gOtlNavLoaded) PPTOtlNav.UpdOtlNav() } function UpdOtlPane(){ if(gOtlLoaded) PPTOtl.UpdOtl() } function SetHasNts( fVal ) { if( gHasNts !=3D fVal ) { gHasNts=3DfVal UpdNavPane() } } function ToggleOtlText() { gOtlTxtExp=3D!gOtlTxtExp UpdOtlPane() } function ToggleOtlPane() { frmset=3Ddocument.all("PPTHorizAdjust") frm=3Ddocument.all("PPTOtl") if( gOtlOpen ) frmset.cols=3D"*,100%" else frmset.cols=3D"25%,*" gOtlOpen=3D!gOtlOpen frm.noResize=3D!frm.noResize UpdOtNavPane() } function ToggleNtsPane() { frmset=3Ddocument.all("PPTVertAdjust") frm=3Ddocument.all("PPTNts") if( gNtsOpen ) frmset.rows=3D"100%,*" else frmset.rows=3D"*,20%" gNtsOpen=3D!gNtsOpen UpdNtsPane() } function ClearMedia() { if (PPTSld.pptSound) PPTSld.pptSound.loop =3D 0; } function FullScreen() { if ( PPTSld.g_animUseRuntime ) PPTSld.document.body.pause(); ClearMedia(); var href =3D ( document.location.protocol =3D=3D 'mhtml:') ? FULLSCR_HREF = : FULLSCR_HREF+"#"+GetHrefObj(gCurSld).mSldHref; if(PPTNav.event.ctrlKey) { var w =3D (window.screen.availWidth * 1.0) / 2.0 var h =3D w * (PPTSld.g_origH * 1.0) / PPTSld.g_origW win =3D window.open( MHTMLPrefix+href,null,"toolbar=3D0,resizable=3D1,top= =3D0,left=3D0," + "width=3D"+ w + ",height=3D" + h ); if( PPTSld.g_animUseRuntime ) win.document.body.PPTSldFrameset=3Dwindow; } else { win =3D window.open( MHTMLPrefix+href,null,"fullscreen=3Dyes" ); if( PPTSld.g_animUseRuntime ) win.document.body.PPTSldFrameset=3Dwindow; } } function ToggleVNarration() { rObj=3DPPTSld.document.all("NSPlay") if( rObj && !PPTSld.g_animUseRuntime ) { if( (rObj.playState =3D=3D 1)||(rObj.playState =3D=3D 0) ) rObj.Play() else if( rObj.playState =3D=3D 2 ) rObj.Pause() else return; } else if( PPTSld.g_animUseRuntime ) { narObj =3D PPTSld.document.all("narrationID") if( narObj ) narObj.togglePause() } } function GetCurSldNum() { obj=3DGetHrefObj(gCurSld) if( obj.mOrigVis =3D=3D 1 ) return obj.mSldIdx else return gCurSld } function GetNumSlds() { if( GetHrefObj(gCurSld).mOrigVis =3D=3D 1 ) return GetSldList().mNumVisSlds; else return GetSldList().mList.length } function GetSldNum( href ) { for(ii=3D0; ii 1 ) PopSldList(); else if( !IsFramesMode() ) { if( gLoopCont ) GoToFirst() else EndShow() } } function GoToPrevSld() { ii=3DgCurSld-1 if( ii > 0 ) { obj=3DGetHrefObj(ii) while ( obj && ( obj.mVis =3D=3D 0 ) && ( ii>0 ) ) obj=3DGetHrefObj(--ii) if( ii =3D=3D 0 ) ii=3D1 GoToSldNum(ii) } } function GoToFirst(){ GoToSld( GetHrefObj(1).mSldHref ) } function GoToLast() { ii=3DGetSldList().mList.length if( ii !=3D gCurSld ) GoToSld( GetHrefObj(ii).mSldHref ) } function GoToSldNum( num ) { if( PPTSld.event ) PPTSld.event.cancelBubble=3Dtrue obj =3D GetHrefObj( num ) obj.mVis=3D1 gPrevSld=3DgCurSld gCurSld =3D num; PPTSld.location.replace(MHTMLPrefix+obj.mSldHref) if( IsFramesMode() ) { UpdNavPane(); UpdOtlPane(); UpdNtsPane() } } function GoToSld( href ) { if( PPTSld.event ) PPTSld.event.cancelBubble=3Dtrue GetHrefObj( GetSldNum(href) ).mVis=3D1 PPTSld.location.replace(MHTMLPrefix+href) } function SldUpdated( id ) { if( id =3D=3D GetHrefObj(gCurSld).mSldHref ) return gPrevSld=3DgCurSld gCurSld=3DGetSldNum(id) if( IsFramesMode() ) { UpdNavPane(); UpdOtlPane(); UpdNtsPane() } } function PrevSldViewed(){ GoToSld( GetHrefObj(gPrevSld).mSldHref ) } function HasPrevSld() { return ( gIsEndShow || ( gCurSld !=3D 1 && GetHrefO= bj( gCurSld-1 ).mVis =3D=3D 1 )||( GetCurSldNum() > 1 ) ) } function HasNextSld() { return (GetCurSldNum() !=3D GetNumSlds()) } function CloseWindow() { if( HideMenu() ) return; var event =3D PPTSld.event; if( !IsFramesMode() && event && (event.keyCode=3D=3D27 || event.keyCode=3D= =3D32 || event.type=3D=3D"click" ) ) window.close( self ); CatchNumKeys( self, event ); } function Unload() { gIsEndShow=3D0; } function SetupEndShow() { gIsEndShow=3D1; PPTSld.document.body.scroll=3D"no"; PPTSld.document.onkeypress=3DCloseWindow; PPTSld.document.onclick=3DCloseWindow; PPTSld.document.oncontextmenu=3D_CM; } function EndShow() { if( IsFramesMode() ) return if( PPTSld.event ) PPTSld.event.cancelBubble=3Dtrue doc=3DPPTSld.document doc.open() doc.writeln('


' + ENDSHOW_MESG + '

') doc.close() } function SetSldVisited(){ GetSldList().mList[gCurSld-1].mVisited=3Dtrue } function IsSldVisited(){ return GetSldList().mList[gCurSld-1].mVisited } function hrefList( sldHref, visible, advDelay, advClk ) { this.mSldHref=3D this.mNtsHref =3D sldHref this.mOrigVis=3D this.mVis =3D visible this.mVisited=3D false this.mAdvDelay=3D advDelay this.mAdvOnClk=3D advClk } function SldList(arr,curSld,fEnd) { this.mCurSld =3D curSld; this.mList =3D new Array(); var idx =3D 1; for(ii=3D0;ii 0) { PushSldList(sldList,fEnd); gCurSld =3D 1; } else if( PPTSld.event ) PPTSld.event.cancelBubble=3Dtrue } function PushSldList(arr,fEnd) { var ii =3D gSldStack.length; gSldStack[ii] =3D new SldList(arr,gCurSld,fEnd); GoToSld( gSldStack[ii].mList[0].mSldHref ); } function PopSldList() { if (gSldStack[gSldStack.length-1].fEndShow) EndShow() else { gCurSld =3D gSldStack[gSldStack.length-1].mCurSld; gSldStack[gSldStack.length-1] =3D null; gSldStack.length--; var sldList =3D gSldStack[gSldStack.length-1]; GoToSld( sldList.mList[gCurSld - 1].mSldHref ); } } var custShowList=3Dnew Array(); function ImgBtn( oId,bId,w,action ) { var t=3Dthis t.Perform =3D _IBP t.SetActive =3D _IBSetA t.SetInactive=3D _IBSetI t.SetPressed =3D _IBSetP t.SetDisabled=3D _IBSetD t.Enabled =3D _IBSetE t.ChangeIcon =3D null t.UserAction =3D action t.ChgState =3D _IBUI t.mObjId =3D oId t.mBorderId=3D bId t.mWidth =3D w t.mIsOn =3D t.mCurState =3D 0 } function _IBSetA() { if( this.mIsOn ) { obj=3Dthis.ChgState( gHiliteClr,gShadowClr,2 ) obj.style.posTop=3D0 } } function _IBSetI() { if( this.mIsOn ) { obj=3Dthis.ChgState( gFaceClr,gFaceClr,1 ) obj.style.posTop=3D0 } } function _IBSetP() { if( this.mIsOn ) { obj=3Dthis.ChgState( gShadowClr,gHiliteClr,2 ) obj.style.posLeft+=3D1; obj.style.posTop+=3D1 } } function _IBSetD() { obj=3Dthis.ChgState( gFaceClr,gFaceClr,0 ) obj.style.posTop=3D0 } function _IBSetE( state ) { var t=3Dthis GetObj( t.mBorderId ).style.visibility=3D"visible" if( state !=3D t.mIsOn ) { t.mIsOn=3Dstate if( state ) t.SetInactive() else t.SetDisabled() } } function _IBP() { var t=3Dthis if( t.mIsOn ) { if( t.UserAction !=3D null ) t.UserAction() if( t.ChangeIcon ) { obj=3DGetObj(t.mObjId) if( t.ChangeIcon() ) obj.style.posLeft=3Dobj.style.posLeft+(t.mCurState-4)*t.mWidth else obj.style.posLeft=3Dobj.style.posLeft+(t.mCurState-0)*t.mWidth } t.SetActive() } } function _IBUI( clr1,clr2,nextState ) { var t=3Dthis SetBorder( GetObj( t.mBorderId ),clr1,clr2 ) obj=3DGetObj( t.mObjId ) obj.style.posLeft=3Dobj.style.posLeft+(t.mCurState-nextState)*t.mWidth-obj= .style.posTop t.mCurState=3DnextState return obj } function TxtBtn( oId,oeId,action,chkState ) { var t=3Dthis t.Perform =3D _TBP t.SetActive =3D _TBSetA t.SetInactive=3D _TBSetI t.SetPressed =3D _TBSetP t.SetDisabled=3D _TBSetD t.SetEnabled =3D _TBSetE t.GetState =3D chkState t.UserAction =3D action t.ChgState =3D _TBUI t.mObjId =3D oId t.m_elementsId=3D oeId t.mIsOn =3D 1 } function _TBSetA() { var t=3Dthis if( t.mIsOn && !t.GetState() ) t.ChgState( gHiliteClr,gShadowClr,0,0 ) } function _TBSetI() { var t=3Dthis if( t.mIsOn && !t.GetState() ) t.ChgState( gFaceClr,gFaceClr,0,0 ) } function _TBSetP() { if( this.mIsOn ) this.ChgState( gShadowClr,gHiliteClr,1,1 ) } function _TBSetD() { this.ChgState( gFaceClr,gFaceClr,0,0 ) this.mIsOn =3D 0 } function _TBSetE() { var t=3Dthis if( !t.GetState() ) t.ChgState( gFaceClr,gFaceClr,0,0 ) else t.ChgState( gShadowClr,gHiliteClr,1,1 ) t.mIsOn =3D 1 } function _TBP() { var t=3Dthis if( t.mIsOn ) { if( t.UserAction !=3D null ) t.UserAction() if( !t.GetState ) return if( t.GetState() ) t.SetPressed() else t.SetActive() } } function _TBUI( clr1,clr2,lOffset,tOffset ) { SetBorder( GetObj( this.mObjId ),clr1,clr2 ) Offset( GetObj( this.m_elementsId ),lOffset,tOffset ) } function Offset( obj, top, left ){ obj.style.top=3Dtop; obj.style.left=3Dle= ft } function SetBorder( obj, upperLeft, lowerRight ) { s=3Dobj.style; s.borderStyle =3D "solid" s.borderWidth =3D 1 s.borderLeftColor =3D s.borderTopColor =3D upperLeft s.borderBottomColor=3D s.borderRightColor =3D lowerRight } function GetBtnObj(){ return gBtnArr[window.event.srcElement.id] } function BtnOnOver(){ b=3DGetBtnObj(); if( b !=3D null ) b.SetActive() } function BtnOnDown(){ b=3DGetBtnObj(); if( b !=3D null ) b.SetPressed() } function BtnOnOut(){ b=3DGetBtnObj(); if( b !=3D null ) b.SetInactive() } function BtnOnUp() { b=3DGetBtnObj() if( b !=3D null ) b.Perform() else Upd() } function GetNtsState(){ return parent.gNtsOpen } function GetOtlState(){ return parent.gOtlOpen } function GetOtlTxtState(){ return parent.gOtlTxtExp } function NtsBtnSetFlag( fVal ) { s=3Ddocument.all.item( this.m_flagId ).style s.display=3D"none" if( fVal ) s.display=3D"" else s.display=3D"none" } function _BSetA_Border(){ b =3D gBtnArr[this.mObjId]; if( b !=3D null ) b.S= etActive() } function _BSetI_Border(){ b =3D gBtnArr[this.mObjId]; if( b !=3D null ) b.S= etInactive() } var gHiliteClr=3D"THREEDHIGHLIGHT",gShadowClr=3D"THREEDSHADOW",gFaceClr=3D"= THREEDFACE" var gBtnArr =3D new Array() gBtnArr["nb_otl"] =3D new TxtBtn( "nb_otl","nb_otlElem",parent.ToggleOtlPan= e,GetOtlState ) gBtnArr["nb_otlElem"] =3D new TxtBtn( "nb_otl","nb_otlElem",parent.ToggleOt= lPane,GetOtlState ) gBtnArr["nb_nts"] =3D new TxtBtn( "nb_nts","nb_ntsElem",parent.ToggleNtsPan= e,GetNtsState ) gBtnArr["nb_prev"]=3D new ImgBtn( "nb_prev","nb_prevBorder",30,parent.GoToP= revSld ) gBtnArr["nb_next"]=3D new ImgBtn( "nb_next","nb_nextBorder",30,parent.GoToN= extSld ) gBtnArr["nb_sldshw"]=3D new ImgBtn( "nb_sldshw","nb_sldshwBorder",18,parent= .FullScreen ) gBtnArr["nb_sldshwBorder"] =3D new TxtBtn( "nb_sldshw","nb_sldshwBorder",pa= rent.FullScreen,null ) gBtnArr["nb_sldshwBorder"].SetActive =3D _BSetA_Border; gBtnArr["nb_sldshwBorder"].SetInactive =3D _BSetI_Border; gBtnArr["nb_sldshwText"] =3D new TxtBtn( "nb_sldshw","nb_sldshwText",parent= .FullScreen,null ) gBtnArr["nb_sldshwText"].SetActive =3D _BSetA_Border; gBtnArr["nb_sldshwText"].SetInactive =3D _BSetI_Border; gBtnArr["nb_voice"] =3D new ImgBtn( "nb_voice","nb_voiceBorder",18,parent.= ToggleVNarration ) gBtnArr["nb_otlTxt"]=3D new ImgBtn( "nb_otlTxt","nb_otlTxtBorder",23,parent= .ToggleOtlText ) gBtnArr["nb_nts"].m_flagId=3D "notes_flag" gBtnArr["nb_nts"].SetFlag =3D NtsBtnSetFlag gBtnArr["nb_otlTxt"].ChangeIcon=3D GetOtlTxtState var sNext=3D"Next",sPrev=3D"Previous",sEnd=3D"End Show",sFont=3D"Arial",sAr= row=3D"Arrow",sFreeform=3D"Freeform",sRect=3D"Rectangle",sOval=3D"Oval" function ShowMenu() { BuildMenu(); var doc=3DPPTSld.document.body,x=3DPPTSld.event.clientX+doc.scrollLeft,y= =3DPPTSld.event.clientY+doc.scrollTop m =3D PPTSld.document.all.item("ctxtmenu") m.style.pixelLeft=3Dx if( (x+m.scrollWidth > doc.clientWidth)&&(x-m.scrollWidth > 0) ) m.style.pixelLeft=3Dx-m.scrollWidth m.style.pixelTop=3Dy if( (y+m.scrollHeight > doc.clientHeight)&&(y-m.scrollHeight > 0) ) m.style.pixelTop=3Dy-m.scrollHeight m.style.display=3D"" } function _CM() { if( !parent.IsFullScrMode() ) return; if(!PPTSld.event.ctrlKey) { ShowMenu() return false } else HideMenu() } function BuildMenu() { if( PPTSld.document.all.item("ctxtmenu") ) return var mObj=3DCreateItem( PPTSld.document.body ) mObj.id=3D"ctxtmenu" mObj.style.visibility=3D"hidden" var s=3DmObj.style s.position=3D"absolute" s.cursor=3D"default" s.width=3D"120px" SetCMBorder(mObj,"menu","black") var iObj=3DCreateItem( mObj ) SetCMBorder( iObj, "threedhighlight","threedshadow" ) iObj.style.padding=3D2 CreateMenuItem( iObj,sNext,M_GoNextSld,M_True ) CreateMenuItem( iObj,sPrev,M_GoPrevSld,M_HasPrevSld ) CreateSeparator( iObj ) CreateMenuItem( iObj,sEnd,M_End,M_True ) mObj.style.visibility=3D"visible" } function Cancel() { window.event.cancelBubble=3Dtrue; window.event.returnVa= lue=3Dfalse } function Highlight() { ChangeClr("activecaption","threedhighlight") } function Deselect() { ChangeClr("threedface","menutext") } function Perform() { e=3DPPTSld.event.srcElement if( e.type=3D=3D"menuitem" && e.IsActive() ) e.Action() else PPTSld.event.cancelBubble=3Dtrue } function ChangeClr( bg,clr ) { e=3DPPTSld.event.srcElement if( e.type=3D=3D"menuitem" && e.IsActive() ) { e.style.backgroundColor=3Dbg e.style.color=3Dclr } } function M_HasPrevSld() { return( parent.HasPrevSld() ) } function M_GoNextSld() { if( gIsEndShow ) M_End(); else GoToNextSld() } function M_GoPrevSld() { if( gIsEndShow ) { history.back(); PPTSld.event.ca= ncelBubble=3Dtrue; } else GoToPrevSld() } function M_True() { return true } function M_End() { window.close( self ) } function CreateMenuItem( node,text,action,eval ) { var e=3DCreateItem( node ) e.type=3D"menuitem" e.Action=3Daction e.IsActive=3Deval e.innerHTML=3Dtext if( !e.IsActive() ) e.style.color=3D"threedshadow" e.onclick=3DPerform e.onmouseover=3DHighlight e.onmouseout=3DDeselect s=3De.style; s.fontFamily=3DsFont s.fontSize=3D"9pt" s.paddingLeft=3D2 } function CreateSeparator( node ) { var sObj=3DCreateItem( node ) SetCMBorder(sObj,"menu","menu") var s=3DsObj.style s.borderTopColor=3D"threedshadow" s.borderBottomColor=3D"threedhighlight" s.height=3D1 s.fontSize=3D"0px" } function CreateItem( node ) { var elem=3DPPTSld.document.createElement("DIV") node.insertBefore( elem ) return elem } function SetCMBorder( o,ltClr,rbClr ) { var s=3Do.style s.backgroundColor=3D"menu" s.borderStyle=3D"solid" s.borderWidth=3D1 s.borderColor=3DltClr+" "+rbClr+" "+rbClr+" "+ltClr } ------=_NextPart_01C3FE2B.8D4C1BD0 Content-Location: file:///C:/691AC702/796s0405b_files/fullscreen.htm Content-Transfer-Encoding: quoted-printable Content-Type: text/html; 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charset="us-ascii" Information Filtering ------=_NextPart_01C3FE2B.8D4C1BD0 Content-Location: file:///C:/691AC702/796s0405b_files/outline.htm Content-Transfer-Encoding: quoted-printable Content-Type: text/html; charset="us-ascii"
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Outline
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
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