Lessons on applying automated recommender systems to information-seeking tasks

Proceedings of the National Conference on Artificial Intelligence

Volumn 2, Issue , 2006, Pages 1630-1633

  Konstan, Joseph A ^a   McNee, Sean M ^a   Ziegler, Cai Nicolas ^b   Torres, Roberto ^c   Kapoor, Nishikant ^a   Riedl, John T ^a  

^a UNIVERSITY OF MINNESOTA   (United States)

^b SIEMENS AG   (Germany)

^c Novatec Editora   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATIC PROGRAMMING; ELECTRONIC COMMERCE; INFORMATION ANALYSIS; LEARNING SYSTEMS;

AUTOMATED RECOMMENDER SYSTEMS; INFORMATION-SEEKING DOMAINS;

INFORMATION RETRIEVAL SYSTEMS;

EID: 33750725695     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

1. D.O. Case (2002) Looking for Information: A Survey of Research on Information Seeking, Needs, and Behavior, San Diego: Academic Press, 2002.
2. K. Goldberg, T. Roeder, D. Gupta, and C. Perkins (2001) Eigentaste: A Constant Time Collaborative Filtering Algorithm Information Retrieval Journal, 4(2), pp. 133-151. July 2001.
3. J. Herlocker, J. Konstan, and J. Riedl (2000) Explaining Collaborative Filtering Recommendations. In proceedings of ACM 2000 Conference on Computer Supported Cooperative Work, December 2-6, 2000, pp. 241-250.
4. J. Herlocker, J. Konstan, L. Terveen and J. Riedl (2004). Evaluating Collaborative Filtering Recommender Systems. ACM Transactions on Information Systems 22(1), pp. 5-53, January 2004.
5. J.A. Konstan, N. Kapoor, S.M. McNee, and J.T. Butler (2005). TechLens: Exploring the Use of Recommenders to Support Users of Digital Libraries. CNI Fall Task Force Meeting Project Briefing. Coalition for Networked Information. Phoenix, AZ.
6. C.C. Kuhlthau (2004) Seeking Meaning: A Process Approach to Library and Information Services, Westport, CT: Libraries Unlimited, 2004.
7. S.M. McNee, I. Albert,D. Cosley, P. Gopalkrishnan, S.K. Lam, A.M. Rashid, J.A. Konstan, and J. Riedl (2002). On the Recommending of Citations for Research Papers. In Proceedings of ACM 2002 Conference on Computer Supported Cooperative Work (CSCW2002), New Orleans, LA, pp. 116-125.
8. S.M. McNee, J. Riedl, and J.A. Konstan (2006a). "Making Recommendations Better: An Analytic Model for Human-Recommender Interaction". In the Extended Abstracts of the 2006 ACM Conference on Human Factors in Computing Systems (CHI2006), April 2006.
9. S.M. McNee, J. Riedl, and J.A. Konstan (2006b). "Being Accurate is Not Enough: How Accuracy Metrics have hurt Recommender Systems". In the Extended Abstracts of the 2006 ACM Conference on Human Factors in Computing Systems (CHI 2006), April 2006.
10. R. Torres, S.M. McNee, M. Abel, J.A. Konstan, and J. Riedl (2004). Enhancing Digital Libraries with TechLens+. In Proceedings of The Fourth ACM/IEEE Joint Conference on Digital Libraries (JCDL 2004), June 2004, pp. 228-237.
11. C-N Ziegler, S.M. McNee, J.A. Konstan, and G. Lausen (2005). "Improving Recommendation Lists Through Topic Diversification." In Proceedings of the Fourteenth International World Wide Web Conference (WWW2005), May 2005, pp. 22-32.