Improving prediction accuracy using entropy weighting in collaborative filtering

UIC-ATC 2009 - Symposia and Workshops on Ubiquitous, Autonomic and Trusted Computing in Conjunction with the UIC'09 and ATC'09 Conferences

Volumn , Issue , 2009, Pages 40-45

  Kwon, Hyeong Joon ^a   Lee, Tae Hoon ^a   Kim, Jung Hyun ^a   Hong, Kwang Seok ^a  

^a Sungkyunkwan University   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

COLLABORATIVE FILTERING; COLLABORATIVE RECOMMENDER SYSTEMS; ENTROPY WEIGHTING; NOVEL METHODS; PREDICTION ACCURACY; PREFERENCES INFORMATION; SIMILARITY MEASUREMENTS; SIMILARITY METRICS; SPARSE DATA;

TECHNICAL PRESENTATIONS;

UBIQUITOUS COMPUTING;

EID: 72849113859     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/UIC-ATC.2009.50     Document Type: Conference Paper

References (19)

1. Sung-Ho Ha, "Digital Content Recommender on the Internet", IEEE Intelligent Systems 21-2, 2006, pp.70-77.
2. Baumann S., and Hummel O., "Enhancing Music Recommendation Algorithms Using Cultural Metadata", Journal of New Music Research 34-2, 2005, pp.161-172.
3. Krulwich B. and Burkey C., "Learning user information interests through extraction of semantically significance phrases", Proceedings of the AAAI Spring Symposium on Machine Learning in Information Access, 2006.
4. Hanhoon Kang and Seong Joon Yoo, "SVM and Collaborative Filtering-based Prediction of User Preference for Digital Fashion Recommendation Systems", IEICE Transactions on Information and Systems E90-D-12, 2007, pp.2100-2102.
5. J.S. Breese, D. Heckerman and C. Kadie, "Empirical Analysis of Predictive Algorithms for Collaborative Filtering", Proceedings of 14th Conference on Uncertainty in Artificial Intelligence, 1998.
6. Konstan J.A., Miller B.N, Maltz, D, Herlocker J.L., Gordon L.R. and Riedl J., "GroupLens: Applying Collaborative Filtering to Usenet News", Communications of the Association for Computing Machinery 40-3, 1997, pp.7787
7. Pang-Ning Tan, Michael Steinbach and Vipin Kumar, "Introduction to Data Mining", Addison Wesley, 2005.
8. Toby S., Programming Collective Intelligence: Building Smart Web 2.0 Applications, O'REILLY, 2007.
9. Dengsheng Zhang and Guojun Lu, "Evaluation of similarity measurement for image retrieval", Proceedings of the International Conference on Neural Networks and Signal Processing, 2003, pp.14-17.
10. Good N., Schafer J.B., Konstan J.A., Borchers A., Sarwar B., Herlocker J. and Riedl J., "Combining Collaborative Filtering with Personal Agents for Better Recommendations", Proceedings of American Association for Artificial Intelligence, 1999.
11. Shannon, Claude E., "Prediction and entropy of printed English", The Bell System Technical Journal 30, 1950, pp.50-64.
12. Sarwar B., Karypis G., Konstan J. and Riedl J., "Item-Based Collaborative Filtering Recommendation Algorithms", Proceedings of the 10th international conference on World Wide Web, 2001, pp.285-295
13. Linden G., Smith B. and York J., "Amazon.com recommendations: item-to-item collaborative filtering", IEEE Internet Computing, 2003, pp.76-80.
14. Bevington, Philip R. and Robinson D. Keith., "Data Reduction and Error Analysis for the Physical Sciences", McGraw-Hill, 2002.
15. Hua-Mei Chen, Pramod K. Varshney, Manoj K. Arora, "Performance of Mutual Information Similarity Measure for Registration of Multitemporal Remote Sensing Images", IEEE Transaction on Geoscience and Remote Sensing 41-11, 2003, pp.2445-2454.
16. http://en.wikipedia.org/wiki/Euclidean-distance.
17. E. Garcia, "Cosine Similarity and Term Weight Tutorial", http://www.miislita.com/information-retrieval-tutorial/cosine-similarity- tutorial.html#Cosim, 2006.
18. E. Garcia, "C-Indices and Measures of Associations", http://www.miislita.com/semantics/c-index-2.html, 2008.
19. Herlocker J.L., Konstan J.A., Borchers A. and Riedl, J., "An Algorithmic Framework for Performing Collaborative Filtering" Proceedings of the 22nd annual international SIGIR conference on Research and development in information retrieval, 1999, pp.230-237.