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Volumn 159, Issue 12, 2008, Pages 1554-1576

A collaborative recommender system based on probabilistic inference from fuzzy observations

Author keywords

Bayesian networks; Collaborative recommender system; Fuzzy observations

Indexed keywords

BAYESIAN NETWORKS; COMPUTER SUPPORTED COOPERATIVE WORK; MATHEMATICAL MODELS; PROBABILISTIC LOGICS; PROBLEM SOLVING; USER INTERFACES;

EID: 43449089196     PISSN: 01650114     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.fss.2008.01.016     Document Type: Article
Times cited : (43)

References (50)
  • 1
    • 20844435854 scopus 로고    scopus 로고
    • Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions
    • Adomavicius G., and Tuzhilin A. Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions. IEEE Trans Knowledge Data Eng. 17 6 (2005) 734-749
    • (2005) IEEE Trans Knowledge Data Eng. , vol.17 , Issue.6 , pp. 734-749
    • Adomavicius, G.1    Tuzhilin, A.2
  • 3
    • 43449089257 scopus 로고    scopus 로고
    • J.S. Breese, D. Heckerman, C. Kadie, Empirical analysis of predictive algorithms for collaborative filtering, in: 14th Conf. on Uncertainty in Artificial Intelligence, 1998, pp. 43-52.
    • J.S. Breese, D. Heckerman, C. Kadie, Empirical analysis of predictive algorithms for collaborative filtering, in: 14th Conf. on Uncertainty in Artificial Intelligence, 1998, pp. 43-52.
  • 4
    • 0036454213 scopus 로고    scopus 로고
    • C. Butz, Exploiting contextual independencies in web search and user profiling, in: Proc. of World Congress on Computational Intelligence, 2002, pp. 1051-1056.
    • C. Butz, Exploiting contextual independencies in web search and user profiling, in: Proc. of World Congress on Computational Intelligence, 2002, pp. 1051-1056.
  • 6
    • 43449093497 scopus 로고    scopus 로고
    • L.M. de Campos, J.M. Fernández-Luna, J.F. Huete, Generalizing e-bay.net: an approach to recommendation based on probabilistic computing, in: 1st Workshop on Web Personalization, Recommender Systems and Intelligent User Interface, 2005, pp. 24-33.
    • L.M. de Campos, J.M. Fernández-Luna, J.F. Huete, Generalizing e-bay.net: an approach to recommendation based on probabilistic computing, in: 1st Workshop on Web Personalization, Recommender Systems and Intelligent User Interface, 2005, pp. 24-33.
  • 7
    • 43449126868 scopus 로고    scopus 로고
    • L.M. de Campos, J.M. Fernández-Luna, J.F. Huete, A Bayesian network approach to hybrid recommending systems., in: Eleventh Internat. Conf. of Information Processing and Management of Uncertainty in Knowledge-Based Systems, 2006, pp. 2158-2165.
    • L.M. de Campos, J.M. Fernández-Luna, J.F. Huete, A Bayesian network approach to hybrid recommending systems., in: Eleventh Internat. Conf. of Information Processing and Management of Uncertainty in Knowledge-Based Systems, 2006, pp. 2158-2165.
  • 8
    • 33744907296 scopus 로고    scopus 로고
    • Y. Cao, Y. Li, X. Liao, Applying fuzzy logic to recommend consumer electronics, in: ICDCIT, 2005, pp. 278-289.
    • Y. Cao, Y. Li, X. Liao, Applying fuzzy logic to recommend consumer electronics, in: ICDCIT, 2005, pp. 278-289.
  • 9
    • 17044390868 scopus 로고    scopus 로고
    • Agent-based collaborative filtering based on fuzzy recommendations
    • Carbo J., and Molina J. Agent-based collaborative filtering based on fuzzy recommendations. Int. J. Web Eng. Technol. 1 4 (2004) 414-426
    • (2004) Int. J. Web Eng. Technol. , vol.1 , Issue.4 , pp. 414-426
    • Carbo, J.1    Molina, J.2
  • 10
    • 0037523356 scopus 로고    scopus 로고
    • R. Chau, C.-H. Yeh, Fuzzy multilingual information filtering, in: IEEE Internat. Conf. on Fuzzy Systems, 2003, pp. 767-781.
    • R. Chau, C.-H. Yeh, Fuzzy multilingual information filtering, in: IEEE Internat. Conf. on Fuzzy Systems, 2003, pp. 767-781.
  • 11
    • 0003124483 scopus 로고
    • A comparison of similarity measures of fuzzy values
    • Chen S.-M., Yeh M.-S., and Hsiao P.-Y. A comparison of similarity measures of fuzzy values. Fuzzy Sets and Systems 72 (1995) 79-89
    • (1995) Fuzzy Sets and Systems , vol.72 , pp. 79-89
    • Chen, S.-M.1    Yeh, M.-S.2    Hsiao, P.-Y.3
  • 12
    • 43449095467 scopus 로고    scopus 로고
    • J. Chen, J. Yin, Recommendation based on influence sets, in: Proceedings of the Workshop on Web Mining and Web Usage Analysis, 2006.
    • J. Chen, J. Yin, Recommendation based on influence sets, in: Proceedings of the Workshop on Web Mining and Web Usage Analysis, 2006.
  • 13
    • 43449114859 scopus 로고    scopus 로고
    • B. Dahlen, J. Konstan, J. Herlocker, N. Borchers, J. Rield, Jump-starting movielens: user benefits of starting a collaborative filtering system "dead data", in: TR98-017 University of Minnesota, 1998.
    • B. Dahlen, J. Konstan, J. Herlocker, N. Borchers, J. Rield, Jump-starting movielens: user benefits of starting a collaborative filtering system "dead data", in: TR98-017 University of Minnesota, 1998.
  • 14
    • 38249036628 scopus 로고
    • On the concept of possibility-probability consistence
    • Delgado M., and Moral S. On the concept of possibility-probability consistence. Fuzzy Sets and Systems 21 3 (1987) 311-318
    • (1987) Fuzzy Sets and Systems , vol.21 , Issue.3 , pp. 311-318
    • Delgado, M.1    Moral, S.2
  • 15
    • 33748528971 scopus 로고    scopus 로고
    • Fuzzy methods for case-based recommendation and decision support
    • Dubois D., Hüllermeier E., and Prade H. Fuzzy methods for case-based recommendation and decision support. J. Intell. Inform. Systems 27 2 (2006) 95-115
    • (2006) J. Intell. Inform. Systems , vol.27 , Issue.2 , pp. 95-115
    • Dubois, D.1    Hüllermeier, E.2    Prade, H.3
  • 16
    • 43449083558 scopus 로고    scopus 로고
    • D. Dubois, H. Prade, S. Sandri, On possibility/probability transformations, in: 4th Internat. Fuzzy Systems Association (IFSA'91) Congress, Vol. Mathematics, 1991, pp. 50-53.
    • D. Dubois, H. Prade, S. Sandri, On possibility/probability transformations, in: 4th Internat. Fuzzy Systems Association (IFSA'91) Congress, Vol. Mathematics, 1991, pp. 50-53.
  • 17
    • 0029293380 scopus 로고
    • A learning methodology in uncertain and imprecise environments
    • Gonzalez A. A learning methodology in uncertain and imprecise environments. Internat. J. Intell. Systems 10 (1995) 357-371
    • (1995) Internat. J. Intell. Systems , vol.10 , pp. 357-371
    • Gonzalez, A.1
  • 20
    • 84862271600 scopus 로고    scopus 로고
    • T. Hofmann, J. Puzicha, Latent class models for collaborative filtering, in: 16th Internat. Joint Conf. on Artificial Intelligence, 1999, pp. 688-693.
    • T. Hofmann, J. Puzicha, Latent class models for collaborative filtering, in: 16th Internat. Joint Conf. on Artificial Intelligence, 1999, pp. 688-693.
  • 21
    • 15544385633 scopus 로고    scopus 로고
    • J.Y. Junzhon Li, C. Liu, N. Zhong, Bayesian networks structure learning and its application to personalized recommendation in a B2C portal, IEEE/WIC/ACM Internat. Conf. of Web Intelligence, 2004.
    • J.Y. Junzhon Li, C. Liu, N. Zhong, Bayesian networks structure learning and its application to personalized recommendation in a B2C portal, IEEE/WIC/ACM Internat. Conf. of Web Intelligence, 2004.
  • 22
    • 43449099806 scopus 로고    scopus 로고
    • S. Kangas, Collaborative filtering and recommendation systems, in: VTT Information Technology, 2002.
    • S. Kangas, Collaborative filtering and recommendation systems, in: VTT Information Technology, 2002.
  • 23
    • 11244341390 scopus 로고    scopus 로고
    • J. Kim, E. Lee, Xfc-xml based on fuzzy clustering-method for personalized user profile based on recommendation system, in: IEEE Conf. on Cybernetics and Intelligent Systems, 2004, pp. 1202-1206.
    • J. Kim, E. Lee, Xfc-xml based on fuzzy clustering-method for personalized user profile based on recommendation system, in: IEEE Conf. on Cybernetics and Intelligent Systems, 2004, pp. 1202-1206.
  • 24
    • 17844390666 scopus 로고    scopus 로고
    • Collaborative filtering based on iterative principal component analysis
    • Kim D., and Yum B. Collaborative filtering based on iterative principal component analysis. Expert Systems Appl. 28 4 (2005) 823-830
    • (2005) Expert Systems Appl. , vol.28 , Issue.4 , pp. 823-830
    • Kim, D.1    Yum, B.2
  • 25
    • 84947887590 scopus 로고
    • Probability-possibility transformations: a comparison
    • Klir G., and Parviz B. Probability-possibility transformations: a comparison. Internat. J. General Systems 21 (1992) 291-310
    • (1992) Internat. J. General Systems , vol.21 , pp. 291-310
    • Klir, G.1    Parviz, B.2
  • 26
    • 84897546815 scopus 로고    scopus 로고
    • Q. Li, B. Kim, Clustering approach for hybrid recommender system, in: IEEE/WIC Proc. Internat. Conf. on Web Intelligence, 2003, pp. 33-38.
    • Q. Li, B. Kim, Clustering approach for hybrid recommender system, in: IEEE/WIC Proc. Internat. Conf. on Web Intelligence, 2003, pp. 33-38.
  • 27
    • 0037252945 scopus 로고    scopus 로고
    • Amazon.com recommendations: item-to-item collaborative filtering
    • Linden G., Smith B., and York J. Amazon.com recommendations: item-to-item collaborative filtering. IEEE Internet Computing 7 1 (2003) 76-80
    • (2003) IEEE Internet Computing , vol.7 , Issue.1 , pp. 76-80
    • Linden, G.1    Smith, B.2    York, J.3
  • 28
    • 0038043803 scopus 로고    scopus 로고
    • B. Miller, I. Albert, S. Lam, J. Konstan, J. Rield, Movielens unplugged: experiences with an occasionally connected recommender systems, in: Proc. Internat. Conf. Intelligent User Interfaces, 2002, pp. 263-266.
    • B. Miller, I. Albert, S. Lam, J. Konstan, J. Rield, Movielens unplugged: experiences with an occasionally connected recommender systems, in: Proc. Internat. Conf. Intelligent User Interfaces, 2002, pp. 263-266.
  • 29
    • 84867817558 scopus 로고    scopus 로고
    • K. Miyahara, M.J. Pazzani, Collaborative filtering with the simple Bayesian classifier, in: Pacific Rim Internat. Conf. on Artificial Intelligence, 2000, pp. 679-689.
    • K. Miyahara, M.J. Pazzani, Collaborative filtering with the simple Bayesian classifier, in: Pacific Rim Internat. Conf. on Artificial Intelligence, 2000, pp. 679-689.
  • 30
    • 23144465959 scopus 로고    scopus 로고
    • B. Mobasher, Y. Z. X. Jin, Semantically Enhanced Collaborative Filtering on the Web, Lecture Notes on Artificial Intelligence, Vol. 3209, 2004, pp. 57-76.
    • B. Mobasher, Y. Z. X. Jin, Semantically Enhanced Collaborative Filtering on the Web, Lecture Notes on Artificial Intelligence, Vol. 3209, 2004, pp. 57-76.
  • 31
    • 0033653019 scopus 로고    scopus 로고
    • Content-based book recommending using learning for text categorization
    • ACM Press, New York, NY, USA
    • Mooney R.J., and Roy L. Content-based book recommending using learning for text categorization. DL '00: Proc. Fifth ACM Conf. on Digital Libraries (2000), ACM Press, New York, NY, USA 195-204
    • (2000) DL '00: Proc. Fifth ACM Conf. on Digital Libraries , pp. 195-204
    • Mooney, R.J.1    Roy, L.2
  • 33
    • 0031168547 scopus 로고    scopus 로고
    • Learning and revising user profiles: the identification of interesting
    • Pazzani M., and Billsus D. Learning and revising user profiles: the identification of interesting. Mach. Learning 27 (1997) 313-331
    • (1997) Mach. Learning , vol.27 , pp. 313-331
    • Pazzani, M.1    Billsus, D.2
  • 35
    • 43449123093 scopus 로고    scopus 로고
    • A. Popescu, L. Ungar, D. Pennock, S. Lawrence, Probabilistic models for unified collaborative and content-based recommendation in sparse-data environments, in: 17th Conf. on Uncertainty in Artificial Intelligence, Seattle, Washington, 2001, pp. 437-444.
    • A. Popescu, L. Ungar, D. Pennock, S. Lawrence, Probabilistic models for unified collaborative and content-based recommendation in sparse-data environments, in: 17th Conf. on Uncertainty in Artificial Intelligence, Seattle, Washington, 2001, pp. 437-444.
  • 36
    • 0031104254 scopus 로고    scopus 로고
    • Recommender systems
    • Resnick P., and Varian H.R. Recommender systems. Commun. ACM 40 3 (1997) 56-58
    • (1997) Commun. ACM , vol.40 , Issue.3 , pp. 56-58
    • Resnick, P.1    Varian, H.R.2
  • 37
    • 7044254611 scopus 로고    scopus 로고
    • V. Robles, P. Larrañaga, J. Peña, O. Marbán, J. Crespo, M. Pérez, Collaborative Filtering Using Interval Estimation Naive Bayes, in: Lecture Notes in Computer Science, 2003, pp. 46-53.
    • V. Robles, P. Larrañaga, J. Peña, O. Marbán, J. Crespo, M. Pérez, Collaborative Filtering Using Interval Estimation Naive Bayes, in: Lecture Notes in Computer Science, 2003, pp. 46-53.
  • 39
    • 43449100104 scopus 로고    scopus 로고
    • B. Sarwar, G. Karypis, J. Konstan, J. Riedl, Application of dimensionality reduction in recommender system-a case study, in: Proc. ACM WebKDD, 2000.
    • B. Sarwar, G. Karypis, J. Konstan, J. Riedl, Application of dimensionality reduction in recommender system-a case study, in: Proc. ACM WebKDD, 2000.
  • 40
    • 85052617391 scopus 로고    scopus 로고
    • B. Sarwar, G. Karypis, J. Konstan, J. Riedl, Item-based collaborative filtering recommendation algorithms, in: Proc. ACM World Wide Web Conf., 2001, pp. 285-295.
    • B. Sarwar, G. Karypis, J. Konstan, J. Riedl, Item-based collaborative filtering recommendation algorithms, in: Proc. ACM World Wide Web Conf., 2001, pp. 285-295.
  • 41
    • 43449088894 scopus 로고    scopus 로고
    • S.N. Schiaffino, A. Amandi, User profiling with case-based reasoning and bayesian networks, in: IBERAMIA-SBIA 2000 Open Discussion Track, 2000, pp. 12-21.
    • S.N. Schiaffino, A. Amandi, User profiling with case-based reasoning and bayesian networks, in: IBERAMIA-SBIA 2000 Open Discussion Track, 2000, pp. 12-21.
  • 42
    • 43449124490 scopus 로고    scopus 로고
    • H. Stormer, N. Werro, D. Risch, Recommending Products by the mean of a Fuzzy Classification, in: Proc. European Conf. on Collaborative Electronic Commerce Technology and Research, 2006.
    • H. Stormer, N. Werro, D. Risch, Recommending Products by the mean of a Fuzzy Classification, in: Proc. European Conf. on Collaborative Electronic Commerce Technology and Research, 2006.
  • 43
    • 38249012165 scopus 로고
    • Probabilities and fuzzy events: an operational approach
    • Toth H. Probabilities and fuzzy events: an operational approach. Fuzzy Sets and Systems 48 1 (1992) 113-127
    • (1992) Fuzzy Sets and Systems , vol.48 , Issue.1 , pp. 113-127
    • Toth, H.1
  • 44
    • 0021373575 scopus 로고
    • Probabilities from fuzzy observations
    • Yager R.R. Probabilities from fuzzy observations. Inform. Sci. 32 (1984) 1-31
    • (1984) Inform. Sci. , vol.32 , pp. 1-31
    • Yager, R.R.1
  • 45
    • 0038220049 scopus 로고    scopus 로고
    • Fuzzy logic methods in recommender systems
    • Yager R.R. Fuzzy logic methods in recommender systems. Fuzzy Sets and Systems 136 2 (2003) 133-149
    • (2003) Fuzzy Sets and Systems , vol.136 , Issue.2 , pp. 133-149
    • Yager, R.R.1
  • 46
    • 0004683439 scopus 로고
    • Construction of fuzzy models through clustering techniques
    • Yoshinari Y., Pedrycz W., and Hirota K. Construction of fuzzy models through clustering techniques. Fuzzy Sets and Systems 54 2 (1993) 157-165
    • (1993) Fuzzy Sets and Systems , vol.54 , Issue.2 , pp. 157-165
    • Yoshinari, Y.1    Pedrycz, W.2    Hirota, K.3
  • 47
    • 49949126152 scopus 로고
    • Probability measures from fuzzy events
    • Zadeh L.A. Probability measures from fuzzy events. Math. Anal. Appl. 23 (1968) 421-427
    • (1968) Math. Anal. Appl. , vol.23 , pp. 421-427
    • Zadeh, L.A.1
  • 48
    • 49349133217 scopus 로고
    • Fuzzy sets as a basis for a theory of possibility
    • Zadeh L.A. Fuzzy sets as a basis for a theory of possibility. Fuzzy Sets and Systems 1 (1978) 3-28
    • (1978) Fuzzy Sets and Systems , vol.1 , pp. 3-28
    • Zadeh, L.A.1
  • 49
    • 34547628679 scopus 로고    scopus 로고
    • P. Zigoris, Y. Zang, Bayesian adaptive user profiling with explicit and implicit feedback, in: Conf. on Information and Knowledge Management, 2006, pp. 397-404.
    • P. Zigoris, Y. Zang, Bayesian adaptive user profiling with explicit and implicit feedback, in: Conf. on Information and Knowledge Management, 2006, pp. 397-404.
  • 50
    • 0000654487 scopus 로고
    • Measures of similarity among fuzzy concepts: a comparative analysis
    • Zwick R., Carlstein E., and Budescu D. Measures of similarity among fuzzy concepts: a comparative analysis. lnternat. J. Approx. Reason. 1 (1987) 221-242
    • (1987) lnternat. J. Approx. Reason. , vol.1 , pp. 221-242
    • Zwick, R.1    Carlstein, E.2    Budescu, D.3


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