Susan Dumais Homepage (original) (raw)
Distinguished Scientist & Deputy Managing Director, Microsoft Research Lab, Redmond
Manager, Context, Learning and User Experience for Search (CLUES) Group, Microsoft Research
E-mail: sdumais@microsoft.com
HomePage : http://research.microsoft.com/\~sdumais
Mail: One Microsoft Way, Redmond WA 98052-6399, USA
Research Activities:
I am interested in algorithms and interfaces for improved information retrieval, as well as general issues in human-computer interaction. I have been at Microsoft Research since July 1997.�My current research focuses on gaze-enhanced interaction, the temporal dynamics of information systems, user modeling and personalization, novel interfaces for interactive retrieval, and search evaluation.� Previous research studied a variety of information access and management challenges, including personal information management, desktop search, question answering, text categorization, collaborative filtering, interfaces for improving search and navigation, and user/task modeling. �I have worked closely with several Microsoft groups (Bing, Windows Desktop Search, SharePoint Portal Server, and Office Online Help) on search-related innovations.�
Prior to coming to Microsoft, I co-developed a statistical method for concept-based retrieval known as Latent Semantic Indexing. You can find pointers to this work on the Bellcore (now Telcordia) LSI page.
Workshops, Collaborations and Papers:
- Co-Organizer: Arthur M. Sackler Colloquia: Drawing causal inference from big data. Washington DC, Mar 26-27, 2015.
- Co-Chair (w/ O. Kurland). WSDM 2014 Doctoral Consortium. New York City, Feb 24, 2014.
- Co-Organizer: Time-aware information access (#TAIA2013). Workshop at SIGIR 2013.� Dublin, Aug 1, 2013.
- Co-Organizer: NII Shonan Seminar on Whole-session evaluation of interactive retrieval systems.� Shonan, Japan. Oct 9-13, 2012.
- Co-Organizer: Time-aware information access (#TAIA2012). Workshop at SIGIR 2012.� Portland, Aug 16, 2012.
- Co-Chair (w/ B. Davison). WSDM 2012 Doctoral Consortium. Seattle, Feb 8, 2012.
- Co-Chair (w/ A. Trotman). SIGIR 2008 Doctoral Consortium. Singapore, July 20, 2008.
- Co-Organizer: NSF Workshop on Personal Information Management. Seattle WA, Jan 27-29, 2005.
- Co-Organizer: SIGIR Workshop on Implicit Measures of User Interests and Preferences. Toronto CA, Aug 1, 2003.
- Collaborator: "Collaborative Information Retrieval" , a multidisciplinary research project to understand the social aspects of information retrieval in a variety of workplace settings. In collaboration with Raya Fidel and Harry Bruce (U Washington iSchool), Steve Poltrock (Boeing), A.M. Petersen (Riso National Laboratory), and Jonathan Grudin (Microsoft Research).
- Collaborator: "Keeping Found Things Found" , a research project to understand the ways in which people manage information for subsequent re-access. In collaboration with William Jones, Harry Bruce and Mike Eisenberg (U Washington iSchool).
- S.T. Dumais (2016).�Keynote at TREC 25th Anniversary.
- S.T. Dumais (2016). Personalized Search: Potential and pitfalls.� Keynote at CIKM 2016.
- G.W. Furnas, S. Deerwester, S.T. Dumais, T.K. Landauer, R.A. Harshman, L.S. Streeter and K.E. Lochbaum. Information retrieval using a singular value decomposition model of latent semantic structure. Original in Proceedings of SIGIR 1998.� [SIGIR Test-of-Time Award]
- A. Fourney and S.T. Dumais (2016). Automatic identification and contextual reformulation of implicit system-related queries.� In Proceedings of SIGIR 2016.
- T. Schnabel, P.N. Bennett, S.T. Dumais and T. Joachims. (2016). Using shortlists to support decision making and improve recommender system performance.� In Proceedings of WWW 2016.
- S.T. Dumais, E. Cutrell, E., J.J. Cadiz, G. Jancke, R. Sarin and D.C. Robbins (2003/2015). Stuff I've Seen: A system for personal information retrieval and re-use. Original in Proceedings of SIGIR 2003.� Reprinted in SIGIR Forum, Dec 2015. [SIGIR Test-of-Time Award]
- D. Odijk, R. White, A. Hassan and S.T. Dumais (2015). Struggling and success in Web search.� In Proceedings of CIKM 2015.� [Best Student Paper]
- J. Turner, S. Iqbal and S.T. Dumais (2015).� Understanding gaze and scrolling strategies in text consumption tasks. In Proceedings of PETMEI 2015.
- H. Wang, A. Moshchuk, M. Gamon, S. Iqbal, E. Brown, A. Kapoor, C. Meek, E. Chen, Y. Tian, J. Teevan, M. Czerwinski and S.T. Dumais (2015). The activity platform.� In Proceedings of HotOS 2015.
- M. Wen, N. Baym, O. Tamuz, J.Teevan, S.T. Dumais and A. Kalai.� OMG UR funny! Computer-aided humor with an application to chat.� In Proceedings of ICCC 2015.
- P. Organisciak, J. Teevan, S.T. Dumais, R. Miller and A. Kalai (2015).� A crowd of your own: Crowdsourcing for on-demand personalization.� In Proceedings of IJCAI 2015.
- S.T. Dumais (2015).�Large-scale behavioral data: Potential and pitfalls.� Athena Lecture at CHI 2015.
- S.T. Dumais (2015).�New trends in Web search: Thinking outside the search box. Seattle Technology Alliance: Technology & Discovery Series.� Apr 10,2015.�
- S.T. Dumais (2014).�Personalized search.� Keynote at NTCIR 2014.
- P. Organisciak, J. Teevan, S.T. Dumais, R. Miller and A. Kalai (2014).� A crowd of your own: Crowdsourcing for on-demand personalization.�In Proceedings of HCOMP 2014. [Notable paper]
- A. Hassan Awadallah, R. White, P. Pantel, S.T. Dumais and Yi-Min Wang (2014).� Supporting complex search tasks. In Proceedings of CIKM 2014.
- S.T. Dumais (2014). Search and context.� Keynote at CLEF 2014.
- D. Liebling and S.T. Dumais (2014).� Gaze and mouse coordination in everyday work.� In Proceedings of PETMEI 2014.
- J. Teevan, K. Collins-Thompson, R.W. White and S.T. Dumais (2014).� Slow search.� Communications of the ACM, CACM, 57(8):36-38, 2014_._
- S.T. Dumais (2014).�Putting searchers back into search. (video)Athena Lecture at SIGIR 2014.
- S.T. Dumais (2014).�Searching: Fast and slow.� Keynote at TAIA Workshop SIGIR 2014.
- E. Adar, A. Ligne, V. Gokuladas, J. Teevan and S.T. Dumais (2014).� CiteSight: Supporting contextual citation recommendation using differential search. In Proceedings of SIGIR 2014.
- S. T. Dumais (2014).�Understanding and improving web search using large-scale observations and experiments.� APS (Association for Psychological Science) Invited Session on Big Data.
- A. Hassan, R.W. White, S.T. Dumais and Y-M Wang (2014).� Struggling or exploring? Disambiguating search sessions.� In Proceedings of WSDM 2014.
- C. Eickhoff, S.T. Dumais, J. Teevan and R.W. White (2014). Lessons from the journey: A query log analysis of within-session learning. In Proceedings of WSDM 2014.
- E. Yom-Tov, S.T. Dumais and Q. Gao (2014).� Promoting civil discourse through search engine diversity.��Social Science Computer Review, Apr 2014, 32(2), 145-154.
- S.T. Dumais, R. Jeffries, D. Russell, D. Tang and J. Teevan (2014). Understanding behavior through log data and analysis.� In: J. Olson and W. Kellogg (Eds.), Ways of Knowing in HCI, Springer.
- S.T. Dumais (2013).�Personalized search: Potential and pitfalls.�NIPS 2013 Workshop on Personalization, Keynote Talk.
- D. Sontag, K. Collins-Thompson, P.N. Bennett, R.W. White, S.T. Dumais and B. Billerbeck, B. (2013).� Personalization via probabilistic adaptation.��In Proceedings of NIPS 2013 Workshop on Personalization.
- P. Organisciak, J. Teevan, S.T. Dumais, R.C. Miller and A.T. Kalai (2013). Personalized human computation.� In Proceedings of HComp 2013, Work in Progress.
- J. Teevan, K. Collins-Thompson, R.W. White, S.T. Dumais and Y. Kim (2013). Slow search: Information retrieval without time constraints.� In Proceedings of HCIR 2013.
- S. Kairam, J. Teevan, M. Morris, D. Liebling and S.T. Dumais (2013).� Towards supporting search over trending events with social media.� In Proceedings of ICWSM 2013.� [Best Paper Finalist]
- K. Radinsky, K. Svore, S.T. Dumais, J. Teevan and E. Horvitz (2013).� Behavioral dynamics on the web: Learning, modeling and predicting.� ACM:TOIS , 31(3):16, 2013.� [Best of 2013, ACM Computing Reviews]
- Kato, M., J. Teevan, R.W. White and S.T. Dumais (2013).� Clarifications and question specificity in synchronous social Q&A. In Proceedings of CHI 2013 (Work in Progress).
- A. Ligne, E. Adar, J. Teevan and S.T. Dumais (2013).� Predicting citation counts using text and graph mining. �In Proceedings of iConference 2013, Workshop on Computational Scientometrics: Theory and Application.
- C. Eickhoff, Collins-Thompson, K., Bennett, P.N. and Dumais, S.T.� Designing human-readable user profiles for search evaluation.� In Proceedings of ECIR 2013.
- S.T. Dumais (2013). �Task-based search: A search engine perspective.�Invited Talk at NSF Task-Based Information Search Systems Workshop, March 14-15, 2013.�
- Y. Chang, F. Diaz, A. Dong, S.T. Dumais, K. Radinski and M. Shokouhi. (2013). Temporal web dynamics and its application to information retrieval. In Proceedings of WSDM 2013 (Tutorial).�
- C. Eickhoff, Collins-Thompson, K., Bennett, P.N. and Dumais, S.T. (2013).� Personalizing atypical web search sessions.� In Proceedings of WSDM 2013.
- F. Diaz, S.T. Dumais, K. Radinsky, M. de Rijke, and M. Shokouhi (2012).� #TAIA2012.� In SIGIR Forum, 46(2), Dec 2012.
- M. D�rk, N.H. Riche, G. Ramos and S.T. Dumais (2012). PivotPaths: Strolling through faceted information spaces.� In Proceedings of InfoVis 2012.
- A. Diriye, R.W. White, G. Buscher and S.T. Dumais (2012).� Leaving so soon? Understanding and predicting web search abandonment rationales.� In Proceedings of CIKM 2012.
- S.T. Dumais (2012).�Putting search into context and context into search.� SIGIR 2012, Industry Keynote.
- P.N. Bennett, R.W. White, W. Chu, S.T. Dumais, P. Bailey, F. Borisyuk and X. Cui (2012).� Modeling the impact of short- and long-term behavior on search personalization.� In Proceedings of SIGIR 2012.
- K. Svore, J. Teevan, S.T. Dumais and A. Kulkarni (2012).� Creating temporally dynamic web search snippets.� In_Proceedings of SIGIR 2012_ (Poster).
- E. Agichtein, R.W. White, S.T. Dumais and P.N. Bennett (2012).� Search interrupted: Understanding and predicting search task continuation.�In Proceedings of SIGIR 2012.
- S.T. Dumais (2012).�Data-driven approaches to improving information access.� Festschrift for Richard M. Shiffrin.
- S.T. Dumais (2012).�Temporal dynamics and information retrieval.� SIAM-SDM 2012, Keynote Talk.
- M. Bernstein, J. Teevan and S.T. Dumais (2012).� Direct answers for search queries in the long tail.� In Proceedings of CHI 2012.� [Best Paper, Honorable Mention]
- K. Radinski, K. Svore, S.T. Dumais, J. Teevan, E. Horvitz and A. Bocharov (2012).� Modeling and predicting behavioral dynamics on the Web.�In Proceedings of WWW 2012.
- J. Kim, K. Collins-Thompson, P. Bennett and S. T. Dumais (2012).� Characterizing web content, user interests and searching behavior by reading level and topic. In Proceedings of WSDM 2012.
- G. Buscher, R. White, S. T. Dumais and J. Huang (2012).� Large-scale analysis of individual and task differences on search result page examination strategies. In Proceedings of WSDM 2012.
- D. Sontag, K. Collins-Thompson, P. Bennett, R. White and S. T. Dumais (2012).� Probabilistic models for personalizing web search. In Proceedings of WSDM 2012.
- D. Ramage, C. Manning and S. T. Dumais (2011).� Partially labeled topic models for interpretable text mining.� In Proceedings of KDD 2011.
- A. Kotov, P. Bennett, R. White, S. T. Dumais and J. Teevan (2011).� Modeling and analyses of multi-session search tasks.�� In_Proceedings of SIGIR 2011_.
- Q. Guo, R. White and S. T. Dumais (2011).� Why users switch: Understanding and predicting search engine switching rationales.�� In Proceedings of SIGIR 2011.
- S.T. Dumais (2011).� Temporal dynamics and information systems.� (Slides.) �iConference 2011, Keynote Talk.
- S.T. Dumais, Jeffries, R., Russell, D., Tang, D. and Teevan, J. (2011).� Design of large scale log analysis studies.� In Proceedings of CHI 2011 (Course).
- Huang, J., White, R. and Dumais, S.T. (2011).� No clicks no problems: Using cursor movements to understand and improve search. In Proceedings of CHI 2011.�� [Best Paper, Honorable Mention]
- C. Danescu-Niculescu-Mizil, M. Gamon and Dumais, S.T. (2011).� Mark my words: Linguistic accommodation in social media.�In Proceedings of WWW 2011.
- A. Kulkarni, A., Teevan, J., Svore, K. and Dumais, S.T. (2011).� Understanding temporal query dynamics.� In Proceedings of WSDM 2011.
- J. Teevan and S.T. Dumais (2011).� Web retrieval, ranking and personalization.� In Interactive Information Seeking and Retrieval, I. Ruthven and D. Kelly (Eds.).
- S.T. Dumais (2010).�Temporal dynamics and information retrieval.� CIKM 2010, Keynote Talk.
- R.W. White, P. Bennett and S.T. Dumais (2010).�� Predicting short-term interests using activity-based search context.� In Proceedings of CIKM 2010.
- S.T. Dumais (2010).�Understanding and supporting people in dynamic information environments.� (Slides.)� ECDL 2010, Keynote Talk.
- D. Liebling, D. Ramage, S. T. Dumais and S. Drucker (2010).��Interactively exploring Twitter with topic models.��� In Proceedings of KDD 2010 (Demos).
- S.T. Dumais, G. Buscher and E. Cutrell (2010).�� Individual differences in gaze patterns for Web search.� In Proceedings of IIiX 2010.
- S.T. Dumais (2010).�Stuff I�ve Seen: Retrospective and prospective.� SIGIR 2010 Desktop Search Workshop, Keynote Talk.
- G. Buscher, S. Dumais and E. Cutrell (2010).�� The good, the bad, and the random: An eye-tracking study of ad quality in Web search.�In Proceedings of SIGIR 2010.
- C. Liu, R.W. White and S. Dumais (2010).�� Understanding Web browsing behavior through Weibull analysis of dwell time.� In Proceedings of SIGIR 2010.
- R. White, A. Kapor and S.T. Dumais (2010).� Modeling long-term search engine use.� In Proceedings of UMAP 2010, 28-39_._ [Best Paper Finalist]
- D. Ramage, S.T. Dumais and D. Liebling (2010).� Characterizing microblogging using latent topic models.� In Proceedings of ICWSM 2010.�� Try the Twahpic demo: http://twahpic.cloudapp.net/S4.aspx
- P. Bennett, K. Svore and S.T. Dumais (2010).� Classification-enhanced ranking.� In Proceedings of WWW 2010.
- Q. Gao, R. White, S.T. Dumais, S. Wang and B. Anderson (2010).� Predicting query performance using query, result and interaction features.� In Proceedings of RIAO 2010.
- J. Teevan, S.T. Dumais and D. Liebling (2010).� A longitudinal study of how highlighting Web content change affects people�s Web interactions.� In Proceedings of CHI 2010.� [Best Paper Award] -- Try Diff-IE: http://research.microsoft.com/en-us/projects/diffie/default.aspx
- S. Dumais, Jeffries, R., Russell, D., Tang, D. and Teevan, J. (2010).� Design of large scale log analysis studies.� Tutorial at HCIC 2010.
- J. Elsas and S.T. Dumais (2010).� Leveraging temporal dynamics of document content in relevance ranking.� In Proceedings of WSDM 2010, 1-10.
- J. Teevan, S.T. Dumais and E. Horvitz (2010). Potential for personalization. In ACM:Transaction on Computer Human Interaction.� [Best Search Marketing paper 2009]
- S.T. Dumais (2010). An interdisciplinary perspective on information retrieval. In SIGIR Forum.
- P. Andre, mc schrafel, J. Teevan, S.T. Dumais (2009). Discovery is never by chance: Designing for (un)serendipity. In Proceedings of Creativity and Cognition 2009, 392-401.
- R. White and S.T. Dumais (2009). Characterizing and predicting search engine switching behavior. In Proceedings of CIKM 2009, 1012-1021.
- J. Teevan, S.T. Dumais, D. Liebling and R. Hughes (2009). Changing how people view change on the web. In Proceedings of UIST-09, 237-246.
- S.T. Dumais (2009). An interdisciplinary perspective on information retrieval. (Slides.) SIGIR 2009, Salton Award Lecture.
- S.T. Dumais (2009). Evaluating IR in situ. (Slides.) SIGIR 2009 Workshop on The Future of IR Evaluation, Invited Talk.
- S.T. Dumais (2009). Thinking outside the (search) box. (Slides.) UMAP 2009, Keynote Talk.
- M. Hearst and S. Dumais (2009). Blogging together: An examination of group blogs. In Proceedings of ICWSM-09.
- E. Adar, J. Teevan and S. Dumais (2009). Resonance on the Web: Web dynamics and revisitation patterns. In Proceedings of CHI 2009.
- P. Andre, J. Teevan and S. Dumais (2009). From x-rays to silly putty via Uranus: Serendipity and its role in Web search. In Proceedings of CHI 2009.
- S. Knoll, A. Hoff, D. Fischer, S. Dumais and E. Cutrell (2009). Viewing personal data over time. In Proceedings of CHI 2009 Workshop on Interacting with Temporal Data.
- D. Kelly, S. Dumais and J. Pedersen (2009). Evaluation challenges and directions for information seeking support systems. In IEEE Computer, March 2009, 60-66.
- E. Adar, J. Teevan, S. Dumais and J. Elsas (2009). The Web changes everything: Understanding the dynamics of Web content. In Proceedings of WSDM 2009. [Best Student Paper Award]
- R. White, S. Dumais and J. Teevan (2009). Characterizing the influence of domain expertise on Web search behavior. In Proceedings of WSDM 2009.
- D. Downey, S. Dumais, D. Liebling and E. Horvitz (2008). Understanding the relationship between searchers' queries and information goals. In Proceedings of CIKM 2008, 449-458.
- M. Hearst, M. Hurst and S. Dumais (2008). What should blog search look like? In Proceedings of SSM 2008.
- J. Teevan, J., S. Dumais, and Z. Gutt (2008). Challenges for supporting faceted search in large, heterogeneous corpora like the Web. In Proceedings of HCIR 2008.
- S. Dumais (2008). Thinking outside the (search) box. (Slides.) HCIR 2008 Keynote Talk.
- J. Teevan, S. Dumais and D. Liebling (2008). To personalize or not to personalize: Modeling queries with variation in user intent. [Error in Fig 4]. Proceedings of SIGIR 2008, 163-170. [New version with Fig 4 fixed.]
- R. White, S. Dumais and J. Teevan (2008). How medical expertise influence web search interaction. Proceedings of SIGIR 2008 (poster), 791-792.
- S. Dumais (2008). Supporting searchers in searching. (Slides.) ACL Keynote Talk.
- S. Dumais (2008). Faceted search. In Encyclopedia of Database Systems.
- E. Adar, J. Teevan and S. Dumais (2008). Large scale analysis of Web revisitation patterns. In Proceedings of CHI'08, 1197-1206_._ [Best Paper Award]
- B. Carterette, P. Bennett, D. M. Chickering and S. Dumais (2008). Here or There: Preference judgments for relevance. In Proceedings of ECIR 2008, 16-27_._
- J. Callan, J. Allan, C. Clarke, S. Dumais, D. Evans, M. Sanderson and C.X. Zhai (2007). Meeting of the MINDS: An information retrieval research agenda. In SIGIR Forum, 41(2), Dec. 2007, 25-34.
- D. Downey, S. Dumais and E. Horvitz (2007). Heads and tails: Studies of web search with common and rare queries. In Proceedings of SIGIR 2007 (poster), 847-848.
- J. Teevan, S. Dumais and E. Horvitz (2007). The potential value of personalizing search. In Proceedings of SIGIR 2007 (poster), 757-756_._
- C. Clarke, E. Agichtein, S. Dumais and R. White (2007). The influence of caption features on clickthrough patterns in web search. In Proceedings of SIGIR 2007, 135-142.
- S. Dumais (2007). The Person in Personal. (Slides.) WWW2007 Panel: Searching Personal Content.
- J. Leskovec, S. Dumais and E. Horvitz (2007). Web projections: Learning from contextual subgraphs of the web. In Proceedings of WWW 2007.
- D. Metzler, S. Dumais and C. Meek (2007). Similarity measures for short segments of text. In Proceedings of ECIR 2007.
- M. Sanderson and S. Dumais (2007). Examining repetition in user search behavior. In Proceedings of ECIR 2007.
- D. Downey, S. Dumais and E. Horvitz (2007). Models of searching and browsing: Languages, studies and application. In Proceedings of IJCAI 2007, 2740-2747.
- E. Agichtein, E. Brill, S. T. Dumais and R. Ragno (2006). Learning user interaction models for predicting web search preferences. In Proceedings of SIGIR 2006, 3-10.
- E. Agichtein, E. Brill and S. T. Dumais (2006). Improving web search ranking by incorporating user behavior. In Proceedings of SIGIR 2006, 19-26.
- F. Radlinksi and S. T. Dumais (2006). Improving personalized web search using results diversification. In Proceedings of SIGIR 2006, 691-692.
- E. Cutrell, D. C. Robbins, S. T. Dumais and R. Sarin (2006). Fast, flexible filtering with Phlat - Personal search and organization made easy. In Proceedings of CHI'06. [Best Paper Finalist] -- Try Phlat: http://research.microsoft.com/adapt/phlat
- E. Cutrell and S. T. Dumais (2006). Exploring personal information. _Communications of the ACM (Special Issue: Supporting exploratory search), 49(4)_50-51.
- E. Cutrell, S. T. Dumais and J. Teevan (2006). Searching to reduce the need for personal information management. Communications of the ACM (Special Issue: Personal information management), 49(1) 58-64.
- S. T. Dumais (2006). LSA and information retrieval: Getting back to basics. In T. K. Landauer, D. S. McNamara, S. Dennis and W. Kintsch (Eds.), LSA : A Road to Meaning. Lawrence Earlbaum, 293-321
- J. Teevan, S. T. Dumais and E. Horvitz (2005). Personalizing search via automated analysis of interests and activities. In Proceedings of SIGIR 2005, 449-456.
- J. Teevan, S. T. Dumais and E. Horvitz (2005). Beyond the commons: On the value of personalizing Web search. In Proceedings PIA 2005: Workshop on New Technologies for Personalized Information Access, 84-92.
- S. T. Dumais (2005). The Interactive TREC Track: Putting the user into search. In E. Voorhees and D. Harman (Eds.), TREC: Experiment and Evaluation in Information Retrieval. MIT Press.
- S. Fox, K. Karnawat, M. Mydland, S. T. Dumais and T. White (2005). Evaluating implicit measures to improve the search experience. ACM:TOIS, 23(2), 147-168. Talk available on SIGIR Implicit Workshop Page.
- X. Shen, S. T. Dumais and E. Horvitz (2005). Analysis of topic dynamics in web search. In Proceedings of WWW 2005.
- X. Shen, S. T. Dumais and E. Horvitz (2005). Investigations of topic dynamics in web search. Microsoft Technical Report TR-2005-20.
- L. Streeter, D. Laham, S. Dumais, E. Z. Rothkopf (2004). Cherches le quadrant Pasteur! A symposium in honor of Tom Landauer. In Experimental Cognitive Psychology and its Applications: Triple Festschrift in Honor of Lyle Bourne, Walter Kintsch, Thomas Landauer.
- P. N. Bennett, S. T. Dumais and E. Horvitz (2005). The combination of text classifiers using reliability indicators. Information Retrieval, 8(1), 2005, 67-100.
- D. Azari, E. Horvitz, S. T. Dumais and E. Brill (2004). Actions, answers and uncertainty: A decision making perspective on web question answering. Information Processing and Management, Special Issue on Bayesian Methods in Information Retrieval, 40(5), 2004, 849-868.
- H. Bruce, W. Jones and S. Dumais (2004). Information behaviour that keeps found things found. Information Research, 10(1), October 2004.
- H. Bruce, W. Jones and S. Dumais (2004). Keeping and re-finding information on the web: What do people do and what do they need to do? In Proceedings of ASIST 2004.
- E. Horvitz, S. Dumais and P. Koch (2004). Learning predictive models of human memory landmarks. In Proceedings of the Cognitive Science Society, Aug 2004.
- S. T. Dumais, E. Cutrell, R. Sarin and E. Horvitz (2004). Implicit queries (IQ) for contextualized search. In SIGIR 2004 Proceedings, 594.
- N. Belkin, S. Dumais, J. Scholtz and R. Wilkinson (2004). Evaluating interactive information retrieval systems: Opportunities and challenges. In Proceedings of CHI'2004, 1594-1595.
- E. Gabrilovich, S. Dumais and E. Horvitz (2004). NewsJunkie: Providing personalized newsfeeds via analysis of information novelty. In Proceedings of WWW'2004, 482-490.
- T. Paek, S. Dumais and T. Logan (2004). WaveLens: A new view onto search results. In Proceedings of CHI'04, 727-734.
- S. T. Dumais (2004). Latent semantic analysis. Annual Review of Information Science and Technology (ARIST), Volume 38, Chapter 4, 189-230.
- S. T. Dumais, K. Bharat, T. Joachims and A. Weigend (2003). SIGIR 2003 workshop report: Implicit measure of user interests and preferences. SIGIR Forum, 37(2), Fall 2003.
- J. Allan, J. Aslam, N. Belkin, J. Callan, B. Croft, S. Dumais et al. (2003). Challenges in information retrieval and language modeling. SIGIR Forum 37(1), Spring 2003.
- S. Poltrock, J. Grudin, S. Dumais, R. Fidel, H. Bruce, A. Mark-Pejtersen. Information seeking and sharing in design teams. In Proceedings of the Conference on Supporting Group Work (Group 2003), 239-247.
- P. N. Bennett, S. T. Dumais and E. Horvitz (2003). Inductive transfer using layered abstraction-based ensemble learning: Modeling text classifier reliability. In ICML Workshop on The Continuum from Labeled to Unlabeled Data in Machine Learning and Data Mining.
- S. T. Dumais, E. Cutrell, E., J. J. Cadiz, G. Jancke, R. Sarin and D. C. Robbins (2003). Stuff I've Seen: A system for personal information retrieval and re-use. In Proceedings of SIGIR 2003.� [SIGIR Test-of-Time Award]
- M. Ringel, E. Cutrell, S. T. Dumais and E. Horvitz (2003). Milestones in time: The value of landmarks in retrieving information from personal stores. In Proceedings of Interact 2003.
- W. Jones, H. Bruce and S. Dumais. How do people get back to information on the web? How can they do it better? In Proceedings of Interact'2003, 793-796.
- D. Azari, E. Horvitz, S. T. Dumais and E. Brill (2003). Web-based question answering: A decision making perspective. In Proceedings of UAI'2003.
- S. T. Dumais (2003). Data-driven approaches to information access. Cognitive Science, 27(3), May-June 2003, 491-524.
- W. Jones, S. Dumais and H. Bruce (2002). Once found, what next?: A study of 'keeping' behaviors in the personal use of web information. In Proceedings of ASIST 2002.
- H. Bruce, R. Fidel, A.M. Pejtersen, S. Dumais, J. Grudin and S. Poltrock (2002). A comparison of collaborative information retrieval (CIR) behaviors of two design teams. In Information Seeking in Context (ISIC'2002).
- S. Dumais, M. Banko, E. Brill, J. Lin and A. Ng (2002). P. Bennett, S. Dumais and E. Horvitz (2002). Web question answering: Is more always better? In Proceedings of SIGIR'02, Aug 2002, pp. 291-298.
- P. Bennett, S. Dumais and E. Horvitz (2002). Probabilistic combination of text classifiers using reliability indicators: Models and results. In Proceedings of SIGIR'02, Aug 2002, pp. 207-214.
- E. Brill, S. Dumais and M. Banko (2002). An analysis of the AskMSR question-answering system. In Proceedings of EMNLP 2002.
- S. Dumais (2002). Web experiments and test collections: Are they meaningful? WWW 2002 panel.
- M. Banko, E. Brill, S. Dumais and J. Lin (2002). AskMSR: Question answering using the worldwide Web. In AAAI Spring Symposium on Mining Answers from Text and Knowledge Bases.
- E. Brill, J. Lin, M. Banko, S. Dumais and A. Ng (2001). Data-intensive question answering. In TREC 2001 Proceedings. Nov. 2001.
- W. P. Jones, H. Bruce and S. T. Dumais (2001). Keeping found things found on the web. In Proceedings of CIKM'01. Nov. 2001, pp.119-126.
- K. Collins-Thompson, C. Schweizer and S. T. Dumais (2001). Improved string matching under noisy channel conditions. In Proceedings of CIKM'01. Nov. 2001, pp.357-364.
- R. Jin and S. T. Dumais (2001). Probabilistic combination of content and links. In Proceedings of SIGIR'01, Sept. 2001, pp.402-403.
- S. T. Dumais and M. P. Czerwinski (2001). Building bridges from theory to practice. In HCI International 2001, 9th Conference on Human-Computer Interaction. Session on Contributions of Basic Research in Psychology to Human Factors and Human-Computer Interaction. August 2001.
- L. Wenyin, S. T. Dumais, Y. F. Sun, H. J. Zhang, M. P. Czerwinski, B. Field (2001). Semi-automatic image annotation. In Proceedings of Interact 2001, Eighth IFIP TC.13 Conference on Human Computer Interaction. July 2001.
- S. T. Dumais (2001). When do you want to go 'where everybody knows your name'?: A framework for personalization. Invited talk at DELOS/NSF Workshop on Personalization and Recommender Systems in Digital Libraries. June 18-20, 2001, Dublin. Powerpoint slides.
- S. T. Dumais, E. Cutrell and H. Chen (2001). Bringing order to the web: Optimizing search by showing results in context. In Proceedings of CHI'01, Human Factors in Computing Systems, April 2001, pp. 277-283.
- Information Week article by Stuart Johnson on our contributions to SharePoint Portal Server. Microsoft Research who benefits? Information Week, March 21, 2001, 69-74.
- R. Fidel, H. Bruce, A. M. Pejtersen, S. T. Dumais, J. Grudin and S. Poltrock.�Collaborative information retrieval (CIR). The New Review of Information Behaviour Research, 2000, Vol 1, 235-247_._
- S. T. Dumais, E. Cutrell and H. Chen (2000). Classified displays of web search results. Invited presentation at ASIS&T SIG/CR Classification Research Workshop, Nov 12, 2000, pp.87-90.
- S. T. Dumais and H. Chen (2000). Hierarchical classification of web content (pdf file). Proceedings of SIGIR'00, August 2000, pp. 256-263.
- H. Chen and S. T. Dumais (2000). Bringing order to the web: Automatically categorizing search results. (pdf file) Proceedings of CHI'00, Human Factors in Computing Systems, pp. 145-152.
- S. T. Dumais (1999). Beyond content-based retrieval: Modeling domains, users and interaction. Keynote address at IEEE: Advances in Digital Libraries'99, May 19-21, 1999. Powerpoint slides
- M. P. Czerwinski, S. T. Dumais, G. G. Robertson, S. Dziadosz, S. Tiernan and M. van Dantzich (1999). Visualizing implicit queries for information management and retrieval. (Postscript file) In Proceedings of CHI'99, Human Factors in Computing Systems, pp. 560-567
- S. T. Dumais (1999). Talk at Library of Congress, Feb 8 1999. LOC Talk. (Powerpoint slides).
- S. T. Dumais (1999). Statistical challenges for information retrieval. Tutorial at Uncertainty'99, Jan 3-5, 1999.
- S. T. Dumais (1998). Using SVMs for text categorization. In IEEE Intelligent Systems Magazine, Trends and Controversies, Marti Hearst, ed., 13(4), July/August 1998. All articles on this topic available here.
- Forbes article by William Baldwin on our anti-Spam work. Spam killers. Forbes, Sept 21, 1998, 254-255.
- S. T. Dumais, J. Platt, D. Heckerman and M. Sahami (1998). Inductive learning algorithms and representations for text categorization. (PDF file) In Proceedings of ACM-CIKM98, Nov. 1998, pp. 148-155. For additional technical details about the Support Vector Machine (SVM) algorithms we use, see John Platt's home page.
- M. Sahami, S. Dumais, D. Heckerman, and E. Horvitz (1998). A Bayesian approach to filtering junk e-mail. (Postscript file) AAAI'98 Workshop on Learning for Text Categorization, July 27, 1998, Madison, Wisconsin.
- S. T. Dumais (1997). Tightly coupling structure and search. (Powerpoint slides) SIGIR'97 Workshop on information reduction, July 27-31, 1997.
- S. T. Dumais (1997). Data mining and the Web. (Powerpoint slides) Panel at Knowledge Discovery and Databases (KDD) , August 14-17, 1997.
Other Papers and Talks Online:
- Many of my earlier papers can be found on the Bellcore/Telcordia LSI page.
- S. Deerwester, S.T. Dumais, G.W. Furnas, T.K. Landauer and R. Harshman (1990).�Indexing by Latent Semantic Analysis. Journal of the American Society for Information Science, 41(6), 391-407.
- T.K. Landauer and S.T. Dumais (1997). A solution to Plato's problem: the Latent Semantic Analysis theory of acquisition, induction and representation of knowledge. (html) Psychological Review, 104(2), 211-240. This paper takes a somewhat broader cognitive science perspective on dimension reduction and inductive learning.
Awards and Activities:
- ACM Council, 2016-2018.
- Indiana University Department of Psychological and Brain Science, Lifetime Achievement Award, 2016.
- American Academy of Arts and Sciences, 2015.
- ACM-W Athena Lecture Award, 2014-1015.
- Tony Kent Strix Award, 2014.
- Washington State Academy of Sciences, 2011.
- National Academy of Engineering (NAE), 2011.
- ACM SIGIR Salton Award (for lifetime achievement), 2009.
- ACM Fellow, elected 2006.
- CHI Academy, elected 2005.
- Chair of ACM:SIGIR, 1999-2003.
- Johns Hopkins Applied Physics Laboratory, Science and Technology Advisory Board. 2009-2012.
- National Research Council, Board on Assessment of NIST Programs. 2001-2005.
- National Research Council, Computer Science and Telecommunications Board committee on Computing and Communications Research to Enable Better Use of Information Technology in Government. 1998-2000.
- CHI Program Committee, 2000-2009; Area Chair 2002, 2003; Co-Chair 1994.
- SIGIR Program Committee, 2000-2014; Area Chair 2001, 2005, 2009; Co-Chair 2006.
- WWW Program Committee, 2002-20079.
- CIKM Program Committee, 2000-2005, 2007-2008.
- HLT/NAACL Program Committee, 2003-2005; Co-Chair 2004.
- JCDL Program Committee, 2002, 2004.
- KDD Program Committee, 2000, 2003, 2007.
- RIAO Program Committee, 2000, 2003, 2009.
- AAAI Program Committee, 2001, 2004.
- ACL Program Committee, 2003.
- NIPS Program Committee, 2002.
- TREC Program Committee, 1992-2009.
- Associate Editor Handbook of Applied Cognition, second edition (2007), Frank Durso, editor, John Wiley and Sons.
- Associate Editor Handbook of Applied Cognition (1999), Frank Durso, editor, John Wiley and Sons.
- Advisory Board Annual Review of Information Science and Technology (ARIST), Blaise Cronin, editor.
- Editorial Board Human Computer Interaction, Tom Moran, editor.
- Editorial Board ACM: Transactions on Information Systems, Gary Marchionini, editor.
- Editorial Board ACM: Transactions on Human Computer Interaction, Jack Carroll, editor.
- Editorial Board Information Processing and Management, Tefko Saracevic, editor.
- Editorial Board Information Retrieval, Paul Kantor, Josiane Mothe and Justin Zobel, editors.
- Editorial Board Foundations and Trends in Information Retrieval. Jamie Callan and Fabrizio Sebastiani, editors.
- Editorial Board New Review of Hypermedia and Multimedia (NRHM), Douglas Tudhope, editor.
Family Pics:
- Ice Bucket Challenge in Times Square
- Tom and Sue: 1) Tom and Sue at home
- The Boat: 1) The new boat; 2) Tom w/ boat; 3) Sue w/ boat
- Tom's New Car: Tom and the red Cadillac;
- Living in Washington: 1) Seattle; 2) Olympic Mtns;3) Lake Washington and us; 4) Mt. Ranier from plane
- Vacation in Australia, Sept 1998: 1) Boat ride in Melbourne; 2) Stanley St; 3) Koala and us; 4) Koala
- Vacation in Greece, Aug 2000: 1) Olympic Stadium; 2) Erechtheion Porch of Maidens; 3) Plaka; 4) Sunset near Divani; 5) Santorini caldera; 6) Santorini houses; 6) Santorini houses; 7) wine break; 8) Chania port; 9) Chania lighthouse; 10) Knossos
- Samantha's Shower, Sept 2000: 1) the spread; 2) closeup of the goodies; 3) tea from the hostess; 4) guests; 5) guests; 6) guests; 7) Samantha and Christine; 8) grand finale; 9) Samantha and Kevin
- Samantha and Matt's Wedding, Oct 21, 2000: 1) fall leaves; 2) coast at boothbay harbor; 3) wedding ceremony; 4) the elliots;5) jerry and date; 6) cake time; 7) dancing w/ dad; 8) the brothers stanley sing acappella
- The Kitchen, Before ( fridge, side, more side ) and After ( fridge, side, tom's stove)
Last Updated: 04/10/2014