A personalized recommendation system based on product attribute-specific weights and improved user behavior analysis

Proceedings of the 4th International Conference on Ubiquitous Information Management and Communication ICUIMC 10

Volumn , Issue , 2010, Pages 392-399

  Oh, Jehwan ^a   Jeong, Ok Ran ^b   Lee, Eunseok ^a  

^a The Department of Electrical and Computer Engineering   (South Korea)

^b Gachon University   (South Korea)

Author keywords

personalization; recommendation system; user behavior analysis; user profile

Indexed keywords

AMOUNT OF INFORMATION; EBUSINESS; ID3 ALGORITHM; INFORMATION COMMUNICATION TECHNOLOGY; NAIVE BAYESIAN ALGORITHMS; PERSONALIZATIONS; PERSONALIZED RECOMMENDATION SYSTEMS; PREDICTIVE METHODS; PRODUCT ATTRIBUTES; RAPID DEVELOPMENT; RELATED PRODUCTS; USER BEHAVIOR ANALYSIS; USER BEHAVIORS; USER INFORMATION; USER PROFILE;

COMMUNICATION; INFORMATION MANAGEMENT; INFORMATION TECHNOLOGY; RECOMMENDER SYSTEMS;

BEHAVIORAL RESEARCH;

EID: 84857672842     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2108616.2108685     Document Type: Conference Paper

References (19)

1. Gediminas Adomavicius and Alexander Tuzhilin, "Toward the Next Generation of Recommender Systems: a Survey of the State-of-the-Art and Possible Extensions", IEEE Transactions on Knowledge and Data Engineering, vol.17, no.6, pp.734-749, Jun.2005
2. Y. Zhang, J. Callan, and T. Minka, "Novelty and Redundancy Detection in Adaptive Filtering," Proc. 25th Ann. Int'l ACM SIGIR Conf., pp. 81-88, 2002.
3. Greg Linden, Brent Smith and Jeremy York, "Amazon.com Recommendations Item-to-Item Collaborative Filtering", IEEE Internet Computing, pp.76-80, Jan.2003
4. M. Pazzani and D. Billsus, "Learning and Revising User Profiles: The Identification of Interesting Web Sites,"Machine Learning, vol.27, pp.313-331, 1997. (Pubitemid 127510033)
5. N. Good, J.B. Schafer, J.A. Konstan, A. Borchers, B. Sarwar, J.L. Herlocker, and J. Riedl, "Combining Collaborative Filtering with Personal Agents for Better Recommendations,"Pro. Conf. Am.Assoc. Artificial Intelligence (AAAI-99), pp.439-446, Jul.1999.
6. R. Jin, L. Si, and C. Zhai, "Preference-Based Graphic Models for Collaborative Filtering," Proc. 19th Conf. Uncertainty in Artificial Intelligence (UAI 2003), Aug. 2003a.
7. P. Melville, R.J. Mooney, and R. Nagarajan, "Content- Boosted Collaborative Filtering for Improved Recommendations," Proc.18th Nat'l Conf. Artificial Intelligence, 2002.
8. T. Tran and R. Cohen, "Hybrid Recommender Systems for Electronic Commerce," Proc. Knowledge-Based Electronic Markets, Papers from the AAAI Workshop, Technical Report WS-00-04, AAAI Press, 2000.
9. Silvana Aciar, Debbie Zhang, Simeo Simoff, and John Debenham, "Informed Recommender: Basing Recommendations on Consumer Product Reviews", IEEE Intelligent Systems, pp.39-47, Jun.2007
10. Dan Melamed, Bracha Shapira, and Yuval Elovici, "MarCol: A Market-Based Recommender System", IEEE Intelligent Systems, pp.74-78, Jun.2007
11. http://movies.yahoo.com/
12. Sung Ho Ha, "Digital Content Recommender on the Internet", IEEE Intelligent Systems, pp.70-77, Mar.2006
13. Marko Balabanovic and Yoav Shoham, "Fab: Content-based, Collaborative Recommendation", Communication of the ACM, pp.66-72, Mar.1997
14. Adomavicius Gediminas and Kwon YoungOk, "New Recommendation Techniques for Multicriteria Rating Systems", IEEE Intelligent Systems, vol.22, no.3, pp.48-55, May-Jun.2007
15. R.B. Statnikov and J.B. Matusov, Multicriteria Optimization and Engineering. Chapman & Hall, 1995.
16. HeeKyung Lee, Jae-Gon Kim, Seung-Jun Yang, and Jinwoo Hong, Personalized TV Services based on TV-Anytime for Personal Digital Recorder, IEEE Transaction on Consumer Electronics, vol.51, no.3, pp. 885-892, 2005
17. Cho Jinhyung, Kwon Kwiseok, Park Yongtae,"Collaborative Filtering Using Dual Information Sources", IEEE Intelligent Systems, vol.22, no.3, pp.30-38, May-Jun.2007
18. Dan W. Patterson, Introduction to Artifical and Expert Systems, Prentice-Hall International, Inc. 1990.
19. D.Lewis, R.Schapire, J.Callan and R.Papka, "Training Algorithm for Linear Text Classifiers," In Proceedings of SIGIR-96, pp.298-306, 1996.