Evaluation of a cascade hybrid recommendation as a combination of one-class classification and collaborative filtering

Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI

Volumn 1, Issue , 2012, Pages 674-681

  Lampropoulos, Aristomenis S ^a   Sotiropoulos, Dionysios N ^a   Tsihrintzis, George A ^a  

^a UNIVERSITY OF PIRAEUS   (Greece)

Author keywords

One Class Classification; recommeder systems; SVM

Indexed keywords

COLLABORATIVE TECHNIQUE; CONTENT-BASED FEATURES; HYBRID APPROACH; HYBRID RECOMMENDATION; ONE-CLASS CLASSIFICATION; RECOMMENDATION EFFICIENCY; SOCIAL PROCESS; SVM;

ARTIFICIAL INTELLIGENCE;

COLLABORATIVE FILTERING;

EID: 84876859197     PISSN: 10823409     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICTAI.2012.96     Document Type: Conference Paper

References (13)

1. P. Resnick and H. R. Varian, "Recommender systems," Communications of the ACM, vol. 40, no. 3, pp. 56-57, 1997.
2. J. S. Breese, D. Heckerman, and C. Kadie, "Empirical analysis of predictive algorithms for collaborative filtering," in Proc. Fourteenth Conference on Uncertainty in Artificial Intelligence. Morgan Kaufmann, 1998, pp. 43-52.
3. W. Cohen and W. Fan, "Web-collaborative filtering: recommending music by crawling the web," Computer Networks (Amsterdam, Netherlands: 1999), vol. 33, no. 1-6, pp. 685-698, 2000.
4. A. Rudstrom, M. Svensson, M. Svensson, R. Coster, and K. Hook, "Mobitip: Using bluetooth as a mediator of social context," in In Ubicomp 2004 Adjunct Proceedings, 2004.
5. G. Adomavicius and E. 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, pp. 734-749, 2005.
6. M. Claypool, A. Gokhale, T. Miranda, P. Murnikov, D. Netes, and M. Sartin, "Combining content-based and collaborative filters in an online newspaper," in Proc. ACM SIGIR Workshop on Recommender Systems, 1999.
7. M. Pazzani and D. Billsus, "Learning and revising user profiles: The identification of interesting web sites," Machine Learning, vol. 27, no. 3, pp. 313-331, 1997.
8. D. Billsus and M. J. Pazzani, "User modeling for adaptive news access," User Modeling and User-Adapted Interaction, vol. 10, no. 2-3, pp. 147-180, 2000.
9. T. Tran and R. Cohen, "Hybrid recommender systems for electronic commerce," presented at the Proc. In Knowledge-Based Electronic Markets, Papers from the AAAI Workshop, AAAI Technical Report WS-00-04, Menlo Park, CA, 2000, pp. 78-83.
10. B. Smyth and P. Cotter, "A personalized tv listings service for the digital tv age," Knowledge-Based Systems, vol. 13, pp. 53-59, 2000.
11. R. Burke, "Hybrid recommender systems: Survey and experiments," User Modeling and User-Adapted Interaction, vol. 12, no. 4, pp. 331-370, 2002.
12. D. M. Pennock, E. Horvitz, S. Lawrence, and C. L. Giles, "Collaborative filtering by personality diagnosis: A hybrid memory and model-based approach," in UAI '00: Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence. San Francisco, CA, USA: Morgan Kaufmann Publishers Inc., 2000, pp. 473-480.
13. G. Tzanetakis and P. Cook, "Musical genre classification of audio signals," IEEE Transactions on Speech and Audio Processing, vol. 10, no. 5, pp. 293-302, July 2002.