Minimization of product utility estimation errors in recommender result set evaluations

Proceedings - 2009 IEEE/WIC/ACM International Conference on Web Intelligence, WI 2009

Volumn 1, Issue , 2009, Pages 20-27

  Teppan, Erich Christian ^a   Felfernig, Alexander ^b  

^a UNIVERSITY OF KLAGENFURT   (Austria)

^b GRAZ UNIVERSITY OF TECHNOLOGY   (Austria)

Author keywords

Decoy effects; Recommender systems

Indexed keywords

COGNITIVE CAPACITY; COMPLEX PRODUCTS; DECISION-TAKING; DECOY EFFECTS; ESTIMATION ERRORS; HUMAN BEHAVIORS; SIDE EFFECT; STATE-OF-THE-ART SYSTEM; USER STUDY; WEB APPLICATION;

RECOMMENDER SYSTEMS;

EID: 79952368880     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WI-IAT.2009.11     Document Type: Conference Paper

References (22)

1. D. Ariely, T. Wallsten, Seeking subjective dominance in multidimensional space: An exploration of the asymmetric dominance effect, Organizational Behaviour and Human Decision Processes, 63 (3), 223-232, 1995.
2. R. Burke, 'Hybrid recommender systems: Survey and experiments', User Modeling and User-Adapted Interaction, Vol. 12, No. 4, pp.331-370, 2002.
3. J. R. Busemeyer, J. T. Townsend, Decision Field theory: A dynamic cognitive approach of.decision making in an uncertain environment, Psychological Review, 100, pp. 432-459, 1992.
4. M. Devetag, From utilities to mental models: A critical survey on decision rules and cognition in consumer choice, CEEL Working Papers 9902, Computable and Experimental Economics Laboratory, Department of Economics, University of Trento, Italia, 1999.
5. A. Felfernig, G. Friedrich, D. Jannach, M. Zanker, An Environment for the Development of Knowledge-based Recommender Applications, International Journal of Electronic Commerce (IJEC), 11(2), pp. 11-34, 2006.
6. A. Felfernig, S. Gordea, D. Jannach, E. Teppan, M. Zanker, A Short Survey of Recommendation Technologies in Travel and Tourism, ÖGAI Journal, 4(25), pp. 17-22, 2006.
7. A. Felfernig, B. Gula, E. Teppan, Knowledge-based recommender technologies for marketing and sales, in International Journal of Pattern Recognition and Artificial Intelligence, 21, pp. 333-355, World Scientific Publishing, 2007.
8. G. Häubl, K.B. Murray, Processes of preference construction in agent-assisted online shopping, Online consumer psychology: Understanding and influencing behavior in the virtual world, ISBN-10: 0805851550, Lawrence Erlbaum Associates Inc, pp. 265-286, 2005.
9. G. Häubl, V. Trifts, Consumer Decision Making in Online Shopping Environments: The Effects of Interactive Decision Aids, Online consumer psychology: Understanding and influencing behavior in the virtual world Marketing Science (19), Special Issue on Marketing Science and the Internet, 4-21, 2000.
10. J. L. Herlocker, J. A. Konstan, J.Riedl, Explaining Collaborative Filtering Recommendations. Procs. ACM Conf. on CSCW. Pennsylvania, USA, pp. 241-250, 2000.
11. D. Kahneman, Maps of bounded rationality: psychology for behavioral economics. The American Economic Review. 93(5). pp. 1449-1475, 2003.
12. M. Pazzani, D. Billsus, Learning and Revising User Profiles: The Identification of Interesting Web Sites, Machine Learning, 27, pp. 313-331, 1997.
13. C. Schmitt, D. Dengler, M. Bauer, Multivariate Preference Models and Decision Making with the MAUT Machine, User Modeling 2003, Lecture Notes in Computer Science, Volume 2702/2003, Springer, Berlin / Heidelberg, 2003, pp. 297-302
14. D. L. Schwarzkopf, The Effects of Attraction on Investment Decisions, Journal of Behavioural Finance, 4(2), pp. 96-108, 2003.
15. H. A. Simon, A Behavioral Model of Rational Choice, The Quarterly Journal of Economics, Vol. 69, No. 1, pp. 99-118, The MIT Press, 1955.
16. I. Simonson, Choice Based on Reasons: The Case of Attraction and Compromise Effects, Journal of Consumer Research, 16, 1989.
17. I. Simonson, A. Tversky, Choice in context: Tradeoff contrast and extremeness aversion, in: Journal of Marketing Research (39), pp. 281-292, 1992.
18. I. Simonson, A. Tversky, Context-Dependent Preferences, Management Science, 39(10), pp. 1179-1189, 1993.
19. E. Teppan, A. Felfernig, Der asymmetrische Dominanzeffekt und seine Bedeutung für E-Tourismusplattformen, In Proceedings of Wirtschaftsinformatik 2009, Vienna, pp. 791-800.
20. E. Teppan, A. Felfernig, Calculating Decoy Items in Utility-based Recommendation, to appear in proceedings of AIE/IEA Conference 2009, Taiwan.
21. E. Teppan, A. Felfernig, Asymmetric Dominance- and Compromise Effects in the Financial Services Domain, to appear in proceedings of CEC 2009, Vienna.
22. D. Winterfeldt, W. Edwards, Decision Analysis and Behavioral Research, Cambridge University Press,Cambridge, England, 1986.