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Research in IR at MSMicrosoft Research (http://research.microsoft.com) Decision Theory and Adaptive Systems Natural Language Processing MSR Cambridge User Interface Database Web Companion Paperless Office Microsoft Product Groups & many IR-relatedL3++IR Themes & DirectionsImprovements in representation and content-matching Probabilistic/Bayesian models p(Relevant|Document), p(Concept|Words) NLP: Truffle, MindNet Beyond content-matching User/Task modeling Domain/Object modeling Advances in presentation and manipulationz4(T4&T,B>m )Improvements: Using Probabilistic ModelMSR-Cambridge (Steve Robertson) Probabilistic Retrieval (e.g., Okapi) Theory-driven derivation of matching function Estimate: PQ(ri=Rel or NotRel | d=document) Using Bayes Rule and assuming conditional independence given Rel/NotRellGZHG9 HZJ )Improvements: Using Probabilistic ModelGood performance for uniform length document surrogates (e.g., abstracts) Enhanced to take into account term frequency and document  BM25 one of the best ranking function at TREC Easy to incorporate relevance feedback Now looking at adaptive filtering/routing T0S0&)Improvements: Using NLPCurrent search techniques use word forms Improvements in content-matching will come from: -> Identifying relations between words -> Identifying word meanings Advanced NLP can provide theseN 3A 33 l Truffle : Word Relations % Relevant In Top Ten Docs$72 MindNet : Word MeaningsA huge knowledge base Automatically created from dictionaries Words (nodes) linked by relationships 7 million links and growing2 ]UBeyond Content MatchingDomain/Object modeling Text classification and clustering User/Task modeling Implicit queries and Lumiere Advances in presentation and manipulation Combining structure and search (e.g., DM) ~#**#**bVB Broader View of IR VBeyond Content MatchingDomain/Object modeling Text classification and clustering User/Task modeling Implicit queries and Lumiere Advances in presentation and manipulation Combining structure and search (e.g., DM) #**#**bVHVText ClassificationeText Classification: assign objects to one or more of a predefined set of categories using text features E.g., News feeds, Web data, OHSUMED, Email - spam/no-spam Approaches: Human classification (e.g., LCSH, MeSH, Yahoo!, CyberPatrol) Hand-crafted knowledge engineered systems (e.g., CONSTRUE) Inductive learning methods (Semi-) automatic classification j: y*!W: !, {$ ClassifiersPA classifier is a function: f(x) = conf(class) from attribute vectors, x=(x1,x2, & xd) to target values, confidence(class) Example classifiers if (interest AND rate) OR (quarterly), then confidence(interest) = 0.9 confidence(interest) = 0.3*interest + 0.4*rate + 0.1*quarterly/L   "K,,#,Inductive Learning MethodsCSupervised learning from examples Examples are easy for domain experts to provide Models easy to learn, update, and customize Example learning algorithms Relevance Feedback, Decision Trees, Nave Bayes, Bayes Nets, Support Vector Machines (SVMs) Text representation Large vector of features (words, phrases, hand-crafted) "\\8 \\8P%Text Classification Process  Support Vector MachineOptimization Problem Find hyperplane, h, separating positive and negative examples Optimization for maximum margin: Classify new items using: <||1Support Vector MachineszExtendable to: Non-separable problems (Cortes & Vapnik, 1995) Non-linear classifiers (Boser et al., 1992) Good generalization performance Handwriting recognition (LeCun et al.) Face detection (Osuna et al.) Text classification (Joachims, Dumais et al.) Platt s Sequential Minimal Optimization algorithm very efficient^[ sA[ sAt' GR2*Reuters Data Set (21578 - ModApte split) 0+$!' v9603 training articles; 3299 test articles Example  interest article 2-APR-1987 06:35:19.50 west-germany b f BC-BUNDESBANK-LEAVES-CRE 04-02 0052 FRANKFURT, March 2 The Bundesbank left credit policies unchanged after today's regular meeting of its council, a spokesman said in answer to enquiries. The West German discount rate remains at 3.0 pct, and the Lombard emergency financing rate at 5.0 pct. REUTER Average article 200 words long @FV  FV >cA k Example: Reuters news118 categories (article can be in more than one category) Most common categories (#train, #test) Overall Results Linear SVM most accurate: 87% precision at 87% recall<t7+:7aIReuters ROC - Category Grain0 $$ Text Categ Summary  Accurate classifiers can be learned automatically from training examples Linear SVMs are efficient and provide very good classification accuracy Widely applicable, flexible, and adaptable representations Email spam/no-spam, Web, Medical abstracts, TRECHH K(;1H1OText ClusteringwDiscovering structure Vector-based document representation EM algorithm to identify clusters Interactive user interface6GGText ClusteringNBeyond Content MatchingDomain/Object modeling Text classification and clustering User/Task modeling Implicit queries and Lumiere Advances in presentation and manipulation Combining structure and search (e.g., DM) #**#**bVuImplicit Queries (IQ)zExplicit queries: Search is a separate, discrete task User types query, Gets results, Tries again & Implicit queries: Search as part of normal information flow Ongoing query formulation based on user activities, and non-intrusive results display Can include explicit query or push profile, but doesn t require eitherVRR4  v  5  6User Modeling for IQ/IRIQ: Model of user interests based on actions Explicit search activity (query or profile) Patterns of scroll / dwell on text Copying and pasting actions Interaction with multiple applications:--+f|Implicit Query HighlightsIQ built by tracking user s reading behavior No explicit search required Good matches returned IQ user model: Combines present context + previous interests New interfaces for tightly coupling search results with structure -- user study Z.2.Q.2.QC  DEIQ Study: Experimental DetailsStore 100 Web pages 50 popular Web pages; 50 random pages With or without Implicit Query IQ1: Co-occurrence based IQ IQ2: Content-based IQ Retrieve 100 Web pages Title given as retrieval cue -- e.g.,  CNN Home Page No implicit query highlighting at retrievallE2bE2,F  GResults: Information Storage)Filing strategies Number of categoriesH Results: Retrieval Time J Example Web Searches   O  P  QExample Web Searches   Summary Rich IR research tapestry Improving content-matching And, beyond ... 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M Discourse   2  0 c BlTC/VENG H:I Qp? lTgT/VlTgT/V `TgT/V `TP (x  0 Zgֳgֳ1?z ; N Generation    0 Ttgֳgֳ3f1? b INL Text  0 Z4gֳgֳ ?r6& bNLP System Architecture   2 0 C C[TENG?J[TQp? `T`T[T`T`T[T[T`T[T[T? 2 0 c C[TENGH I`TJ[TQp? [TR[TR`T[T[TR`T[T?P ^ 0  `gֳgֳGf1??3  WMachine Translation  0  f1?/ v XProjects"    0 3 rt1?/0 v h Technology$     0  `4gֳgֳG1? YSearch and Retrieval  0 Tgֳgֳ1?O Q jMeaning Representation&  0  `gֳgֳG31?  sGrammar & Style Checking,  0  `tgֳgֳG1?  hDocument Understanding$  0  `4gֳgֳG1?  [Intelligent Summarizing  0  `gֳgֳG1?  jSmart Selection,  0  `$21?   a Word Breaking    0  `2gֳgֳG1? ``_  bIndexing,  H 0 0޽h ?O@0  0 0 0  ^WNff3]    4 ( |Q! 4  4 <D39 :  NResult: 2-3 times as many relevant documents in the top 10 with Microsoft NLP8O  F 4  0A ??  8 $  0 4 <3` G  921.5% 4 <4v  933.1% 4 <d4& 2  963.7% 4 T$5 ?! <Engine X  4 T5 ?0 6X+  4 T5 ?/  7NLP  4 Z6 ?Xw  ? 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R2 r8 s * 0 R2 s8 s *  ^B t8 6D Q ^B u8 6D  ^B v8 6DP 0 R2 w8 s *   R2 x8 s *   ^B y8 6D P ^B z8 6D  R2 {8 s * PP R2 |8 s * @ R2 }8 s * PP ^B ~8 6DP ! ^B 8 @ 6D  ^B 8 6D P` ^B 8 6D 0 ^B 8 6D 0P ^B 8 6D 0 XB 8 0D @ ^B 8 6D  R2 8 s *PR2 8 s *p R2 8 s *0 R2 8 s *P ^B 8 6D0^B 8 @ 6D @` ^B 8 @ 6D R2 8 s * R2 8 s *pR2 8 s *0R2 8 s *@`^B 8 6D^B 8 6D ^B 8 6Dp^B 8 6D@pR2 8 s *@@R2 8 s * `` ^B 8 6Dp@q^B 8 6D0 ^B 8 6Dp`^B 8 6D0^B 8 6D  !R2 8 s *0`R2 8 s *^B 8 6D1^B 8 6D^B 8 6D00R2 8 s *p R2 8 s *`   ^B 8 6D 0 ^B 8 6D` R2 8 s *P0R2 8 s *` @ R2 8 s *P0^B 8 6D0 !^B 8 @ 6D` ^B 8 6DP@^B 8 6D0p^B 8 6D00^B 8 6D0` ^B 8 6D @ ^B 8 6D`  ^B 8 @ 6D` 0 R2 8 s *0 P R2 8 s *@PR2 8 s *` P R2 8 s * P ^B 8 6D ^B 8 6D0 ^B 8 6D  ^B 8 6D ^B 8 6D  ^B 8 6D@  ^B 8 6D`  ^B 8 6D  ^B 8 6D P ^B 8 @ 6D@ ` ^B 8 6D P R2 8 s *@ ^B 8 @ 6D  pR2 8 s *@ ` R2 8 s * ` ^B 8 6Dp` q^B 8 6D0 0 ^B 8 6D1 ^B 8 @ 6D0 @^B 8 6D` P ^B 8 @ 6D` @` R2 8 s * p` ^B 8 6D` P ^B 8 6D ^B 8 6D H 8 0޽h ? ̙33A  < i( @ < x <  <A ??@`  < 0$8`g QMindNet0 H < 0޽h ? ̙33   $( w  r  S D  `   r  S t   H  0޽h ? ^WNff3M   i( :  r  S : `   8 .   . `   0 b@ .6   .6 n   s *A ??! L     Hd:G!H   :    6$;   K Query Words$ 2  `   0 -`   0f ~   6;/. G Ranked List 2  fB   6Df* C* fB   6Df C fB   6Df C fB   6Dff Cf fB   6Df C fB   6Df6 C6 l >    >  ,$D 0  2 6A ??       0<>D,$D 0 C User Modeling 23l rc   rc ,$D  0n   s *A ??r      0d=cc ,$D  0 EDomain Modeling 23l e  e,$D 0h   c $A ?? @ e x2  HGGHXI% ' x2  B HGcHII&e    0tζ ,$D 0 EInformation Use 23H  0޽h ?  ^WNff3   $( w  r  S c `   r  S c   H  0޽h ? ^WNff3   $$( w $r $ S Tж`   r $ S ж    H $ 0޽h ? ^WNff3  0l $( w l r l S tѶ`   r l S Ѷ   H l 0޽h ? ^WNff3  @ $( w  r  S Ҷ0`   r  S Ҷ    H  0޽h ? ^WNff3 5 P (   r  S ԶP`     TԶ1? 0, ) < text files    Tն1?  Fword counts per file  TTֶ1?   :data set    T׶1?j '  S Decision tree* |B  TD1?)D D |B  TD1?D D |B  @ TD1?W j\D   Z׶1?p   Index Server  Zض1?k   &Feature selection   TTٶ1?j  '  s Nave Bayes*  |B  TD1? 0 0 5   T/1?` R Find similar*  |B  TD1?P P  TT01?j '  \ Bayes nets  |B  TD1?    T11?` Ps  NSupport vector machine|B  TD1?1 , D   01 @  @Learning Methods 2R  s *0 P|B  TD1? 0 0   <2Jv j #test classifierH  0޽h ? @  `"" /(   r  S 2 `   r  S T3 @  x   <A h??  h 8  < " x  N  <    < N  <    <T    #  iZ   s * @` Z   s *`  Z   s * `  Z   s *P 0 Z   s *`  Z   s *@ p Z   s *00fB   6D` @``2   00  `2   0 ` `2   0 `2   0` `2   0 ` `2   0 ` ``2   0``2   0@ @`2   0p 0 fB   6D `B   0D `   032 : 2    0t4K |< Msupport vectors" 2fB  6D fB  6D Q h   c $A i??0  ifB  6D`  P ` !  c $A j??z  jH  0޽h ? ^WNff3  p $( @  r  S 4 `   r  S 45   H  0޽h ? ^WNff3   $(   r  S 6 `   r  S 7 @  H  0޽h ? ^WNff3   W(   r  S 8 `   r  S 8 @    0T9 B>  V Trade (369,119) Interest (347, 131) Ship (197, 89) Wheat (212, 71) Corn (182, 56)"WV/  09  g Earn (2877, 1087) Acquisitions (1650, 179) Money-fx (538, 179) Grain (433, 149) Crude (389, 189) *hf50H  0޽h ? ^WNff3   3( ;  r  S :`      4;0e0eA:1 ?       <dP " p B Precision    0P0  >Recall/  0$P  +LSVM Decision Tree Nave Bayes Find Similarf,f fff f  0  MRecall: % labeled in category among those stories that are really in category,NF  <䀺 d GPrecision: % really in category among those stories labeled in category$H >H  0޽h ? ^WNff3   $( [5O4f_  r  S D `   r  S  @  H  0޽h ? ^WNff3  $ ( 3f $ l $ C Ă `   l $ C $ @  H $ 0޽h ? ^WNff3  tl (    l  C     X  0A?vH  0޽h ? ^WNff3   $( w  r  S 䃺 `   r  S D   H  0޽h ? ^WNff3   $( @  r  S duz   r  S ą   H  0޽h ? ^WNff3~ ! .& ( w  x  c $A  R  s * R  s *: 4 7*R  s * 0q H  0޽h ? ^WNff3V   ~(   r  S 䆺 `   x  c $DA  Lz p   p,$D 0   NG[H:Ԕ - \,$D 0 <     .W?Implicit Query - "gas"Arial BlackpH  0޽h ?  ^WNff3 " <4  ( \;  r  S  `     0dA W    NĈG$H^3fԔ \  <    &W3f3f?Explicit Query Arial Black, H  0޽h ?  ^WNff3  # ` X 0  (   r  S $`   r  S  @  z      ,$D  02   ZDgֳgֳf1?.,$ 0 PExplicit Queries or ProfilefB  B 6Do hz  E 5   E 5,$D  02   Zgֳgֳf1? 5,$ 0 BCopy and PastefB   6D E tz J# 1   # J 1,$D  02   Zgֳgֳf1? 1,$ 0 HScroll/Dwell on TextfB  B 6D# fB   6DJYYL2  Z4gֳgֳ1?m  f ,$ 0 ZUser s Short- and Long-Term Interests / Needs..  0p 3 j  j* Implicit Query (IQ) $ 23z  -    -,$D  0 2   Zgֳgֳf1?R-,$ 0 FOther ApplicationsfB   6D ;mH  0޽h ? ^WNff3   @P $(   P r P S 4 `   r P S    H P 0޽h ? ^WNff3  f^P (   r  S T `   r  S  @  R  s *Awp  H? #dH  0޽h ? ^WNff3 ` !(   R  s *?.   <  ? eData Mountain with Implicit Query results shown (highlighted pages to left of selected page). "fe x   <A ??5m` H  0޽h ? ^WNff3  p $(   r  S to0r   r  S  @  H  0޽h ? ^WNff3   ^( Ԋ  r  S  `   r  S T @  R  s *Aw  N ?  Z*Find:  CNN Home Page H  0޽h ? ^WNff3  |t  ( E\EEPE  r  S t `   r  S   @  l   0A ?   l   0A ?    H  0޽h ? ^WNff3J   ( LEE\EE  r  S 4  `     c 0e0eA }@  H  0޽h ? ^WNff3 $ UM (   r  S   `   r  S T  @  ,  0 d H161858 lion lions 163041 lion facts 163919 picher of lions 164040 lion picher 165002 lion pictures 165100 pictures of lions 165211 pictures of big cats 165311 lion photos 170013 video in lion 172131 pictureof a lioness 172207 picture of a lioness 172241 lion pictures 172334 lion pictures cat 172443 lions 172450 lions "H 2I>- rL  0dox  F150052 lion 152004 lions 152036 lions lion 152219 lion facts 153747 roaring 153848 lions roaring 160232 africa lion 160642 lions, tigers, leopards and cheetahs 161042 lions, tigers, leopards and cheetahs cats 161144 wild cats of africa 161414 africa cat 161602 africa lions 161308 africa wild cats 161823 mane 161840 lion  GFbiw  %XB  0D   <ofi: e1user = A1D6F19DB06BD694 date = 970916 excite log22H  0޽h ? ^WNff3 %  *( w  r  S $p `   x  c $pAd)I  H  0޽h ? ^WNff3 &  *(   r  S p `   x  c $DqA  H  0޽h ? ^WNff3 ' z (   r  S q `   r  S r @  W  0dra  ?061339 computer programing working conditions 061508 computer progamer 061911 "job futures" + academic 062024 duke uni. 062721 career 064110 engineering jobs 064418 duke university 064457 duke uni. 064816 "job futures" 064842 engineering jobs 065139 duke 071109 enviromental engineer 071140 enviromental engineer jobs  @?t $-KC  (  0r $ 071229 "job futures" 071532 unc 071533 beaches of myrtle beach 071753 82nd avenue-myrtle beach 071833 myrtle beach beaches 072840 skateboarding 074542 myrtle beach phone book 075640 boeing 075826 university of north carolina 080312 reasearch triangle 111153 bennington college , 2b    XB  0D7. . ]  <$sNi 1user = 3F0710D4AA598F01 date = 970916 excite log>2% H  0޽h ? ^WNff3   $(   r  S s `   r  S s @  H  0޽h ? ^WNff3  0 V N  (   X  C PG   N  S x K    Today, search is accomplished by issuing EXPLICIT QUERIES. The user has to stop what they are doing, type in a query, get back results, and (more often than not) try again. The idea behind IMPLICIT QUERIES (IQ) is to make search a constant part of the ongoing background activity. The system creates a model of what the user is interested in, automatically issues a query to an index server, and unobtrusively displays the results for the user to look at. The implicit query can include an explicit query and/or an interest profile, but importantly, it doesn t require either. Notes about Implicit Query Demo. Collection of 20,000+ Reuters news articles. Indexed using off-the-shelf MS Index Server. Interface w/ VB -- we want to do a lot more here. Upper left - text window (i.e., what the user is reading) Lower left - queries the system is building <separate tab for implicit/explicit> Upper right - results <separate tab for implicit/explicit> Lower right - query history$H  0j ? ̙33 0 T (   T X T C PG    T S y K     H T 0j ? ̙33 0 bZ@ (   X  C PG   Z  S dx K    Example of Implicit Query (IQ) Dwell on text for 8 seconds, and implicit query is automatically issued by system. & animation & The IQ is simply the 100 words in the focus of attention (callout box). Results track the topic of the article -- in this case, the article is about natural gas prices, and the matching categories include natural gas, crude oil, and fuel.H  0j ? ̙33. 0 P ~( @  X  C PG     S z K    You can also ask Explicit Queries by simply sweeping out any region of text. In this example, the query is:  boj, intervention, in, new, york, trading, thursday, japan, s, central, bank, sold, between, 1, billion, to, 2, billion, in, an, attempt, to, stem, the, yen, s, recent, decline, against, the, dollar . But, the user didn t have to do anything except sweep out the region of interest, and the query was automatically issued. The matching categories are money market, yen, trade, dollar, and are all quite relevant.Pm dH  0j ? ̙33B 0 ` (   X  C PG     S { K    ^Our current framework for modeling user interests includes evidence of uer interests available from a variety of sources -- explicit user profiles or queries (if they are available), interactions with the text such as scrolling and dwell (or saving or forwarding), copying and pasting interactions, and possibly interactions with other applications. GH  0j ? ̙33   0 b Z p  (   X  C PG   Z   S   K    n Example of log file analysis for developing appropriate user modeling parameters. From a log of Excite queries on 9/16/97. User ID = A1D6F19DB068D694 time stamp, user query (the two columns wrap and continue) Notice, a very consistent effort to find pictures of lions. Using this context we could dramatically improve the results of individual queries. For example, the fifth query is  roaring . Without any context, which is the default today, you get the results on the following slide (screen dump from excite asking the query  roaring ). This query returns information about roaring forks high school, retirement living, and the ring of australian role playing & none of which are relevant. With a little context to build a user model, we could have done much better. And, this is in fact what the user provided on the next query ( lion roaring ). Any human being can tell what s going on, and there s no reason why our systems can t. Ditto for the 14th query,  mane whose results are shown on the next screen dump. No context or user model, bad matches -- mane (more action for new equestrians, mane-katz museum. With a good user model of previous search interests we can improve retrieval.6<<, XH  0j ? ̙33 0   (   X  C PG     S y K     H  0j ? ̙33 0 0 (   X  C PG     S Dz K     H  0j ? ̙33 0  :(   X  C PG     S   K    <(Another example Web query. This person begins by looking for computer programming jobs in the research triangle area -- spelling programming is apparently not a pre-requisite. They then shift gears some to look at beaches in myrtle beach, before returning to research. By matching the present context to previous contexts, we can restrict the user model to include only similar context. 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Research in IR at MSMicrosoft Research (http://research.microsoft.com) Decision Theory and Adaptive Systems Natural Language Processing MSR Cambridge User Interface Database Web Companion Paperless Office Microsoft Product Groups & many IR-relatedL3++IR Themes & DirectionsImprovements in representation and content-matching Probabilistic/Bayesian models p(Relevant|Document), p(Concept|Words) NLP: Truffle, MindNet Beyond content-matching User/Task modeling Domain/Object modeling Advances in presentation and manipulationz4(T4&T,B>m )Improvements: Using Probabilistic ModelMSR-Cambridge (Steve Robertson) Probabilistic Retrieval (e.g., Okapi) Theory-driven derivation of matching function Estimate: PQ(ri=Rel or NotRel | d=document) Using Bayes Rule and assuming conditional independence given Rel/NotRellGZHG9 HZJ )Improvements: Using Probabilistic ModelGood performance for uniform length document surrogates (e.g., abstracts) Enhanced to take into account term frequency and document  BM25 one of the best ranking function at TREC Easy to incorporate relevance feedback Now looking at adaptive filtering/routing T0S0&)Improvements: Using NLPCurrent search techniques use word forms Improvements in content-matching will come from: -> Identifying relations between words -> Identifying word meanings Advanced NLP can provide these http:/research.microspft.com/~nlpN 3A 33B, l Truffle : Word Relations % Relevant In Top Ten Docs$72 MindNet : Word MeaningsA huge knowledge base Automatically created from dictionaries Words (nodes) linked by relationships 7 million links and growing2 ]UBeyond Content MatchingDomain/Object modeling Text classification and clustering User/Task modeling Implicit queries and Lumiere Advances in presentation and manipulation Combining structure and search (e.g., DM) ~#Clip (MS_ClipArt_Gallery.20,Microsoft Clip Gallery0AbClip (MS_ClipArt_Gallery.20,Microsoft Clip Gallery./ 0|DTimes New Romanbb$b0HbHb~0DArial Blackmanbb$b0HbHb~0" DTahomalackman**#**bVB Broader View of IR VBeyond Content MatchingDomain/Object modeling Text classification and clustering User/Task modeling Implicit queries and Lumiere Advances in presentation and manipulation Combining structure and search (e.g., DM) #**#**bVHVText ClassificationeText Classification: assign objects to one or more of a predefined set of categories using text features E.g., News feeds, Web data, OHSUMED, Email - spam/no-spam Approaches: Human classification (e.g., LCSH, MeSH, Yahoo!, CyberPatrol) Hand-crafted knowledge engineered systems (e.g., CONSTRUE) Inductive learning methods (Semi-) automatic classification j: y*!W: !, {$ ClassifiersPA classifier is a function: f(x) = conf(class) from attribute vectors, x=(x1,x2, & xd) to target values, confidence(class) Example classifiers if (interest AND rate) OR (quarterly), then confidence(interest) = 0.9 confidence(interest) = 0.3*interest + 0.4*rate + 0.1*quarterly/L   "K,,#,Inductive Learning MethodsCSupervised learning from examples Examples are easy for domain experts to provide Models easy to learn, update, and customize Example learning algorithms Relevance Feedback, Decision Trees, Nave Bayes, Bayes Nets, Support Vector Machines (SVMs) Text representation Large vector of features (words, phrases, hand-crafted) "\\8 \\8P%Text Classification Process  Support Vector MachineOptimization Problem Find hyperplane, h, separating positive and negative examples Optimization for maximum margin: Classify new items using: <||1Support Vector MachineszExtendable to: Non-separable problems (Cortes & Vapnik, 1995) Non-linear classifiers (Boser et al., 1992) Good generalization performance Handwriting recognition (LeCun et al.) Face detection (Osuna et al.) Text classification (Joachims, Dumais et al.) Platt s Sequential Minimal Optimization algorithm very efficient^[ sA[ sAt' GR2*Reuters Data Set (21578 - ModApte split) 0+$!' v9603 training articles; 3299 test articles Example  interest article 2-APR-1987 06:35:19.50 west-germany b f BC-BUNDESBANK-LEAVES-CRE 04-02 0052 FRANKFURT, March 2 The Bundesbank left credit policies unchanged after today's regular meeting of its council, a spokesman said in answer to enquiries. The West German discount rate remains at 3.0 pct, and the Lombard emergency financing rate at 5.0 pct. REUTER Average article 200 words long @FV  FV >cA k Example: Reuters news118 categories (article can be in more than one category) Most common categories (#train, #test) Overall Results Linear SVM most accurate: 87% precision at 87% recall<t7+:7aIReuters ROC - Category Grain0 $$ Text Categ Summary  Accurate classifiers can be learned automatically from training examples Linear SVMs are efficient and provide very good classification accuracy Widely applicable, flexible, and adaptable representations Email spam/no-spam, Web, Medical abstracts, TRECHH K(;1H1OText ClusteringwDiscovering structure Vector-based document representation EM algorithm to identify clusters Interactive user interface6GGText ClusteringNBeyond Content MatchingDomain/Object modeling Text classification and clustering User/Task modeling Implicit queries and Lumiere Advances in presentation and manipulation Combining structure and search (e.g., DM) #**#**bVuImplicit Queries (IQ)zExplicit queries: Search is a separate, discrete task User types query, Gets results, Tries again & Implicit queries: Search as part of normal information flow Ongoing query formulation based on user activities, and non-intrusive results display Can include explicit query or push profile, but doesn t require eitherVRR4  v  5  6User Modeling for IQ/IRIQ: Model of user interests based on actions Explicit search activity (query or profile) Patterns of scroll / dwell on text Copying and pasting actions Interaction with multiple applications:--+f|Implicit Query HighlightsIQ built by tracking user s reading behavior No explicit search required Good matches returned IQ user model: Combines present context + previous interests New interfaces for tightly coupling search results with structure -- user study Z.2.Q.2.QC  DEIQ Study: Experimental DetailsStore 100 Web pages 50 popular Web pages; 50 random pages With or without Implicit Query IQ1: Co-occurrence based IQ IQ2: Content-based IQ Retrieve 100 Web pages Title given as retrieval cue -- e.g.,  CNN Home Page No implicit query highlighting at retrievallE2bE2,F  GResults: Information Storage)Filing strategies Number of categoriesH Results: Retrieval Time J Example Web Searches   O  P  QExample Web Searches   Summary Rich IR research tapestry Improving content-matching And, beyond ... Domain/Object Models User/Task Models Information Presentation and Use http://research.microsoft.com/~sdumais6FI'FI'/ 8!9":#L$R%S&T'r|}Vl(4t.potMicrosoft Clip GalleryMicrosoft Equation 3.0Microsoft Graph 97 Chart Bitmap ImageMicrosoft Word PictureMicrosoft Excel Worksheet1Research in Information Retrieval and ManagementResearch in IR at MSIR Themes & Directions*Improvements: Using Probabilistic Model*Improvements: Using Probabilistic ModelImprovements: Using NLPNo Slide Title7Truffle: Word Relations % Relevant In Top Ten DocsMindNet: Word MeaningsNo Slide TitleBeyond Content MatchingBroader View of IRBeyond Content MatchingText Classification ClassifiersInductive Learning MethodsText Classification Process Support Vector MachineSupport Vector Machines+Reuters Data Set (21578 - ModApte split) Example: Reuters newsReuters ROC - Category GrainText Categ Summary Text ClusteringText ClusteringBeyond Content MatchingImplicit Queries (IQ)No Slide TitleNo Slide TitleUser Modeling for IQ/IRImplicit Query HighlightsNo Slide TitleNo Slide TitleIQ Study: Experimental DetailsNo Slide TitleResults: Information StorageResults: Retrieval TimeExample Web SearchesNo Slide TitleNo Slide Title Summary  Fonts UsedDesign TemplateEmbedded OLE Servers Slide Titles) 6> _PID_GUIDAN{96C52AF3-70F6-11D2-9CB5-006008166E1E}-9CB5-006008166E1E})[M+    "   L$ 41 < "  $-0 4%4 # "  "/      "#2$3&'()*+5,6-7 b$ɿ(a>+, 2$V||J{}kO3  b$ IRr c&#"$2 Ba7w(b$gc5m3 L\e[Fb$akS򚚆TTe8i2$ lY6W92$ }j (2$Gq;o)w:2$ɮtQH٫`uFW2$M#nC`E3.]2$Y0}AuOXΰW(2$AiGWrd4R*b$Wqu:聨nxh2$MlO9)2$Lv" , )b$Nt;@8*%Iub$K8V[C)) L`%$$$$b$)@'B4:jiK2$%`fѱ.Aє "@v"$:we?L]@ "$_;g-$ 2$@uǀt˙t $$$$$$$$$$$$$$$$$$$$$$$$$$$$$$2$k&[.5bD c $ fff3@8 g4)d)dTb~0LbNppp@ <4BdBd@b4+g4=d=dTb~0LbTX~pk p<4!d!d@bt ? %O =\;0Research in Information Retrieval and Management Susan Dumais Microsoft Research (! Research in IR at MSMicrosoft Research (http://research.microsoft.com) Decision Theory and Adaptive Systems Natural Language Processing MSR Cambridge User Interface Database Web Companion Paperless Office Microsoft Product Groups & many IR-relatedL3++IR Themes & DirectionsImprovements in representation and content-matching Probabilistic/Bayesian models p(Relevant|Document), p(Concept|Words) NLP: Truffle, MindNet Beyond content-matching User/Task modeling Domain/Object modeling Advances in presentation and manipulationz4(T4&T,B>m )Improvements: Using Probabilistic ModelMSR-Cambridge (Steve Robertson) Probabilistic Retrieval (e.g., Okapi) Theory-driven derivation of matching function Estimate: PQ(ri=Rel or NotRel | d=document) Using Bayes Rule and assuming conditional independence given Rel/NotRellGZHG9 HZJ )Improvements: Using Probabilistic ModelGood performance for uniform length document surrogates (e.g., abstracts) Enhanced to take into account term frequency and document  BM25 one of the best ranking function at TREC Easy to incorporate relevance feedback Now looking at adaptive filtering/routing T0S0&)Improvements: Using NLPCurrent search techniques use word forms Improvements in content-matching will come from: -> Identifying relations between words -> Identifying word meanings Advanced NLP can provide these http:/research.microspft.com/~nlpN 3A 33B, l Truffle : Word Relations % Relevant In Top Ten Docs$72 MindNet : Word MeaningsA huge knowledge base Automatically created from dictionaries Words (nodes) linked by relationships 7 million links and growing2 ]UBeyond Content MatchingDomain/Object modeling Text classification and clustering User/Task modeling Implicit queries and Lumiere Advances in presentation and manipulation Combining structure and search (e.g., DM) ~#**#**bVB Broader View of IR VBeyond Content MatchingDomain/Object modeling Text classification and clustering User/Task modeling Implicit queries and Lumiere Advances in presentation and manipulation Combining structure and search (e.g., DM) #**#**bVHVText ClassificationeText Classification: assign objects to one or more of a predefined set of categories using text features E.g., News feeds, Web data, OHSUMED, Email - spam/no-spam Approaches: Human classification (e.g., LCSH, MeSH, Yahoo!, CyberPatrol) Hand-crafted knowledge engineered systems (e.g., CONSTRUE) Inductive learning methods (Semi-) automatic classification j: y*!W: !, {$ ClassifiersPA classifier is a function: f(x) = conf(class) from attribute vectors, x=(x1,x2, & xd) to target values, confidence(class) Example classifiers if (interest AND rate) OR (quarterly), then confidence(interest) = 0.9 confidence(interest) = 0.3*interest + 0.4*rate + 0.1*quarterly/L   "K,,#,Inductive Learning MethodsCSupervised learning from examples Examples are easy for domain experts to provide Models easy to learn, update, and customize Example learning algorithms Relevance Feedback, Decision Trees, Nave Bayes, Bayes Nets, Support Vector Machines (SVMs) Text representation Large vector of features (words, phrases, hand-crafted) "\\8 \\8P%Text Classification Process  Support Vector MachineOptimization Problem Find hyperplane, h, separating positive and negative examples Optimization for maximum margin: Classify new items using: <||1Support Vector MachineszExtendable to: Non-separable problems (Cortes & Vapnik, 1995) Non-linear classifiers (Boser et al., 1992) Good generalization performance Handwriting recognition (LeCun et al.) Face detection (Osuna et al.) Text classification (Joachims, Dumais et al.) Platt s Sequential Minimal Optimization algorithm very efficient^[ sA[ sAt' GR2*Reuters Data Set (21578 - ModApte split) 0+$!' v9603 training articles; 3299 test articles Example  interest article 2-APR-1987 06:35:19.50 west-germany b f BC-BUNDESBANK-LEAVES-CRE 04-02 0052 FRANKFURT, March 2 The Bundesbank left credit policies unchanged after today's regular meeting of its council, a spokesman said in answer to enquiries. The West German discount rate remains at 3.0 pct, and the Lombard emergency financing rate at 5.0 pct. REUTER Average article 200 words long @FV  FV >cA k Example: Reuters news118 categories (article can be in more than one category) Most common categories (#train, #test) Overall Results Linear SVM most accurate: 87% precision at 87% recall<t7+:7aIReuters ROC - Category Grain0 $$ Text Categ Summary  Accurate classifiers can be learned automatically from training examples Linear SVMs are efficient and provide very good classification accuracy Widely applicable, flexible, and adaptable representations Email spam/no-spam, Web, Medical abstracts, TRECHH K(;1H1OText ClusteringwDiscovering structure Vector-based document representation EM algorithm to identify clusters Interactive user interface6GGText ClusteringNBeyond Content MatchingDomain/Object modeling Text classification and clustering User/Task modeling Implicit queries and Lumiere Advances in presentation and manipulation Combining structure and search (e.g., DM) #**#**bVuImplicit Queries (IQ)zExplicit queries: Search is a separate, discrete task User types query, Gets results, Tries again & Implicit queries: Search as part of normal information flow Ongoing query formulation based on user activities, and non-intrusive results display Can include explicit query or push profile, but doesn t require eitherVRRv  5  6User Modeling for IQ/IRIQ: Model of user interests based on actions Explicit search activity (query or profile) Patterns of scroll / dwell on text Copying and pasting actions Interaction with multiple applications:--+f|Implicit Query HighlightsIQ built by tracking user s reading behavior No explicit search required Good matches returned IQ user model: Combines present context + previous interests New interfaces for tightly coupling search results with structure -- user study Z.2.Q.2.QC  DEIQ Study: Experimental DetailsStore 100 Web pages 50 popular Web pages; 50 random pages With or without Implicit Query IQ1: Co-occurrence based IQ IQ2: Content-based IQ Retrieve 100 Web pages Title given as retrieval cue -- e.g.,  CNN Home Page No implicit query highlighting at retrievallE2bE2,F  GResults: Information Storage)Filing strategies Number of categoriesH Results: Retrieval Time J Example Web Searches   O  P  Summary Rich IR research tapestry Improving content-matching And, beyond ... Domain/Object Models User/Task Models Information Presentation and Use http://research.microsoft.com/~sdumais6FI'FI'/ 9":#L$R%S&r}}Vl(4 V  50_bClip (MS_ClipArt_Gallery.20,Microsoft Clip GalRoot EntrydO)lRRvSS@Pictures Current User,SummaryInformation(bBNd      J !"#$%&'()*+,-./0123456789:;<=>?@ACDEFGHIKLMbOPQcefghijklmnopqrstuvwxyz{|}~  $_X bsusan dumais՜.+,D՜.+,\    On-screen ShowrMSFTree^"[%R)$&( =:&#"/]'77 -$)[M+    "   L$ 41 < "  $,0 4#4 # !  !-     "!2"3$%&'()5+6,7 b$ɿ(a>+, 2$V||J{}kO3  b$ IRr c&#"$2 Ba7w(b$gc5m3 L\e[Fb$akS򚚆TTe8i2$ lY6W92$ }j (2$Gq;o)w:2$ɮtQH٫`uFW2$M#nC`E3.]2$Y0}AuOXΰW(2$AiGWrd4R*b$Wqu:聨nxh2$MlO9)2$Lv" , )b$Nt;@8*%Iub$K8V[C)) L`%$$$$b$)@'B4:jiK2$%`fѱ.Aє "@v"$:we?L]@ "$_;g-$ 2$@uǀt˙t $$$$$$$$$$$$$$$$$$$$$$$$$$$$$$2$k&[.5bD c $ fff3@8 g4)d)dTb~0LbNppp@ <4BdBd@b4g4=d=dTb~0LbTX~pk p<4!d!d@bt ? %O =[;0Research in Information Retrieval and Management Susan Dumais Microsoft Research (! Research in IR at MSMicrosoft Research (http://research.microsoft.com) Decision Theory and Adaptive Systems Natural Language Processing MSR Cambridge User Interface Database Web Companion Paperless Office Microsoft Product Groups & many IR-relatedL3++IR Themes & DirectionsImprovements in representation and content-matching Probabilistic/Bayesian models p(Relevant|Document), p(Concept|Words) NLP: Truffle, MindNet Beyond content-matching User/Task modeling Domain/Object modeling Advances in presentation and manipulationz4(T4&T,B>m )Improvements: Using Probabilistic ModelMSR-Cambridge (Steve Robertson) Probabilistic Retrieval (e.g., Okapi) Theory-driven derivation of matching function Estimate: PQ(ri=Rel or NotRel | d=document) Using Bayes Rule and assuming conditional independence given Rel/NotRellGZHG9 HZJ )Improvements: Using Probabilistic ModelGood performance for uniform length document surrogates (e.g., abstracts) Enhanced to take into account term frequency and document  BM25 one of the best ranking function at TREC Easy to incorporate relevance feedback Now looking at adaptive filtering/routing T0S0&)Improvements: Using NLPCurrent search techniques use word forms Improvements in content-matching will come from: -> Identifying relations between words -> Identifying word meanings Advanced NLP can provide these http:/research.microspft.com/nlpN 3A 33A, l Truffle : Word Relations % Relevant In Top Ten Docs$72 MindNet : Word MeaningsA huge knowledge base Automatically created from dictionaries Words (nodes) linked by relationships 7 million links and growing2 ]UBeyond Content MatchingDomain/Object modeling Text classification and clustering User/Task modeling Implicit queries and Lumiere Advances in presentation and manipulation Combining structure and search (e.g., DM) ~#**#**bVB Broader View of IR VBeyond Content MatchingDomain/Object modeling Text classification and clustering User/Task modeling Implicit queries and Lumiere Advances in presentation and manipulation Combining structure and search (e.g., DM) #**#**bVHVText ClassificationeText Classification: assign objects to one or more of a predefined set of categories using text features E.g., News feeds, Web data, OHSUMED, Email - spam/no-spam Approaches: Human classification (e.g., LCSH, MeSH, Yahoo!, CyberPatrol) Hand-crafted knowledge engineered systems (e.g., CONSTRUE) Inductive learning methods (Semi-) automatic classification j: y*!W: !, {$ ClassifiersPA classifier is a function: f(x) = conf(class) from attribute vectors, x=(x1,x2, & xd) to target values, confidence(class) Example classifiers if (interest AND rate) OR (quarterly), then confidence(interest) = 0.9 confidence(interest) = 0.3*interest + 0.4*rate + 0.1*quarterly/L   "K,,#,Inductive Learning MethodsCSupervised learning from examples Examples are easy for domain experts to provide Models easy to learn, update, and customize Example learning algorithms Relevance Feedback, Decision Trees, Nave Bayes, Bayes Nets, Support Vector Machines (SVMs) Text representation Large vector of features (words, phrases, hand-crafted) "\\8 \\8P%Text Classification Process  Support Vector MachineOptimization Problem Find hyperplane, h, separating positive and negative examples Optimization for maximum margin: Classify new items using: <||1Support Vector MachineszExtendable to: Non-separable problems (Cortes & Vapnik, 1995) Non-linear classifiers (Boser et al., 1992) Good generalization performance Handwriting recognition (LeCun et al.) Face detection (Osuna et al.) Text classification (Joachims, Dumais et al.) Platt s Sequential Minimal Optimization algorithm very efficient^[ sA[ sAt' GR2*Reuters Data Set (21578 - ModApte split) 0+$!' v9603 training articles; 3299 test articles Example  interest article 2-APR-1987 06:35:19.50 west-germany b f BC-BUNDESBANK-LEAVES-CRE 04-02 0052 FRANKFURT, March 2 The Bundesbank left credit policies unchanged after today's regular meeting of its council, a spokesman said in answer to enquiries. The West German discount rate remains at 3.0 pct, and the Lombard emergency financing rate at 5.0 pct. REUTER Average article 200 words long @FV  FV >cA k Example: Reuters news118 categories (article can be in more than one category) Most common categories (#train, #test) Overall Results Linear SVM most accurate: 87% precision at 87% recall<t7+:7aIReuters ROC - Category Grain0 $$ Text Categ Summary  Accurate classifiers can be learned automatically from training examples Linear SVMs are efficient and provide very good classification accuracy Widely applicable, flexible, and adaptable representations Email spam/no-spam, Web, Medical abstracts, TRECHH K(;1H1OText ClusteringwDiscovering structure Vector-based document representation EM algorithm to identify clusters Interactive user interface6GGText ClusteringNBeyond Content MatchingDomain/Object modeling Text classification and clustering User/Task modeling Implicit queries and Lumiere Advances in presentation and manipulation Combining structure and search (e.g., DM) #**#**bVuImplicit Queries (IQ)zExplicit queries: Search is a separate, discrete task User types query, Gets results, Tries again & Implicit queries: Search as part of normal information flow Ongoing query formulation bas ed on user activities, and non-intrusive results display Can include explicit query or push profile, but doesn t require eitherVRRv  5  6User Modeling for IQ/IRIQ: Model of user interests based on actions Explicit search activity (query or profile) Patterns of scroll / dwell on text Copying and pasting actions Interaction with multiple applications:--+f|Implicit Query HighlightsIQ built by tracking user s reading behavior No explicit search required Good matches returned IQ user model: Combines present context + previous interests New interfaces for tightly coupling search results with structure -- user study Z.2.Q.2.QC  DEIQ Study: Experimental DetailsStore 100 Web pages 50 popular Web pages; 50 random pages With or without Implicit Query IQ1: Co-occurrence based IQ IQ2: Content-based IQ Retrieve 100 Web pages Title given as retrieval cue -- e.g.,  CNN Home Page No implicit query highlighting at retrievallE2bE2,F  GResults: Information Storage)Filing strategies Number of categoriesH Results: Retrieval Time J Example Web Searches   O  P  Summary Rich IR research tapestry Improving content-matching And, beyond ... Domain/Object Models User/Task Models Information Presentation and Use http://research.microsoft.com/~sdumais6FI'FI'/ 9":#L$R%S&rXV