Segment-level display time as implicit feedback: A comparison to eye tracking

Proceedings - 32nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2009

Volumn , Issue , 2009, Pages 67-74

  Buscher, Georg ^a,b   Van Elst, Ludger ^a   Dengel, Andreas ^a,b  

^a GERMAN RESEARCH CENTER FOR ARTIFICIAL INTELLIGENCE DFKI   (Germany)

^b Rheinland Pfälzische Technische Universität Kaiserslautern Landau   (Germany)

Author keywords

Display time; Eye tracking; Implicit feedback; Personalization

Indexed keywords

BEHAVIOR-BASED; EYE TRACKERS; EYE-TRACKING; IMPLICIT FEEDBACK; PERSONALIZATION SYSTEMS; PERSONALIZATIONS; PRECISE METHOD; PSEUDO RELEVANCE FEEDBACK; QUERY EXPANSION; RE-RANKING; RELEVANCE FEEDBACK; WEB SEARCH ENGINES;

FEEDBACK; IMAGE RETRIEVAL; INFORMATION SERVICES; SEARCH ENGINES;

WORLD WIDE WEB;

EID: 72449190651     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1571941.1571955     Document Type: Conference Paper

References (22)

1. E. Agichtein, E. Brill, and S. Dumais. Improving web search ranking by incorporating user behavior information. In SIGIR '06, pp. 19-26, 2006.
2. J. W. Ahn, P. Brusilovsky, D. He, J. Grady, and Q. Li. Personalized web exploration with task models. In WWW '08, pp. 1-10, 2008.
3. I. Arapakis, J. M. Jose, and P. D. Gray. A ective feedback: an investigation into the role of emotions in the information seeking process. In SIGIR '08, pp. 395-402, 2008.
4. N. J. Belkin. Some(what) grand challenges for infor- mation retrieval. SIGIR Forum, 42(1):47-54, 2008.
5. G. Buscher, A. Dengel, and L. van Elst. Eye movements as implicit relevance feedback. In CHI '08: CHI '08 extended abstracts on Human factors in computing systems, pp. 2991-2996, 2008.
6. G. Buscher, A. Dengel, and L. van Elst. Query expansion using gaze-based feedback on the sub- document level. In SIGIR '08, pp. 387-394, 2008.
7. M. Claypool, P. Le, M. Wased, and D. Brown. Implicit interest indicators. In IUI '01: Proc. of the 6th intl. conf. on Intelligent user interfaces, pp. 33-40, 2001.
8. S. Fox, K. Karnawat, M. Mydland, S. Dumais, and T. White. Evaluating implicit measures to improve web search. ACM Transactions on Information Systems, 23(2):147-168, 2005.
9. G. Golovchinsky, M. N. Price, and B. N. Schilit. From reading to retrieval: freeform ink annotations as queries. In SIGIR '99, pp. 19-25, 1999.
10. K. Gyllstrom and C. Soules. Seeing is retrieving: building information context from what the user sees. In IUI '08: Proc. of the 13th intl. conf. on Intelligent user interfaces, pp. 189-198, 2008.
11. K. Järvelin and J. Kekäläinen. Ir evaluation methods for retrieving highly relevant documents. In SIGIR '00, pp. 41-48, 2000.
12. T. Joachims, L. Granka, B. Pan, H. Hembrooke, F. Radlinski, and G. Gay. Evaluating the accuracy of implicit feedback from clicks and query reformulations in web search. ACM Transactions on Information Systems (TOIS), 25(2), April 2007.
13. D. Kelly and N. J. Belkin. Reading time, scrolling and interaction: exploring implicit sources of user preferences for relevance feedback. In SIGIR '01, pp. 408-409, 2001.
14. D. Kelly and N. J. Belkin. Display time as implicit feedback: understanding task effects. In SIGIR '04, pp. 377-384, 2004.
15. D. Kelly and J. Teevan. Implicit feedback for inferring user preference: a bibliography. SIGIR Forum, 37(2):18-28, 2003.
16. M. Melucci and R. W. White. Discovering hidden contextual factors for implicit feedback. In Proc. of the CIR'07 Workshop on Context-Based Information Retrieval in conjunction with CONTEXT-07, 2007.
17. M. Morita and Y. Shinoda. Information filtering based on user behavior analysis and best match text retrieval. In SIGIR '94, pp. 272-281, 1994. Springer.
18. D. W. Oard and J. Kim. Modeling information content using observable behavior. In Proc. of the 64 Annual Meeting of the American Society for Information Science and Technology, pp. 38-45, 2001.
19. R. Rafter and B. Smyth. Passive profiling from server logs in an online recruitment environment. In ITWP 2001: Proc. of the IJCAI Workshop on Intelligent Techniques for Web Personalization, 2001.
20. J. Rocchio. The SMART Retrieval System: Experiments in Automatic Document Processing, chapter Relevance feedback in information retrieval, pp. 313-323. Prentice Hall, 1971.
21. J. Salojärvi, K. Puolamäki, and S. Kaski. Implicit relevance feedback from eye movements. In ICANN'05, pp. 513-518, 2005.
22. R. W. White and D. Kelly. A study on the effects of personalization and task information on implicit feedback performance. In CIKM '06: Proc. of the 15th ACM intl. conf. on Information and knowledge management, pp. 297-306, 2006.