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Volumn 8777, Issue , 2014, Pages 252-263

Exploiting Bhattacharyya similarity measure to diminish user cold-start problem in sparse data

Author keywords

Bhattacharyya measure; Cold start problem; Data sparsity; Neighborhood based CF; Similarity measure

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTER SCIENCE; COMPUTERS;

EID: 84908689581     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-11812-3_22     Document Type: Conference Paper
Times cited : (24)

References (22)
  • 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., Tuzhilin, A.: 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 17(6), 734–749 (2005)
    • (2005) IEEE Transactions on Knowledge and Data Engineering , vol.17 , Issue.6 , pp. 734-749
    • Adomavicius, G.1    Tuzhilin, A.2
  • 3
    • 0037252945 scopus 로고    scopus 로고
    • Amazon.com Recommendations: Item-to-Item Collaborative Filtering
    • Linden, G., Smith, B., York, J.: Amazon.com Recommendations: Item-to-Item Collaborative Filtering. IEEE Internet Computing 7(1), 76–80 (2003)
    • (2003) IEEE Internet Computing , vol.7 , Issue.1 , pp. 76-80
    • Linden, G.1    Smith, B.2    York, J.3
  • 5
    • 3042742744 scopus 로고    scopus 로고
    • Latent semantic models for collaborative filtering
    • Hofmann, T.: Latent semantic models for collaborative filtering. ACM Transactions on Information Systems 22(1), 89–115 (2004)
    • (2004) ACM Transactions on Information Systems , vol.22 , Issue.1 , pp. 89-115
    • Hofmann, T.1
  • 8
    • 77955644905 scopus 로고    scopus 로고
    • Factor in the Neighbors: Scalable and Accurate Collaborative Filtering
    • Koren, Y.: Factor in the Neighbors: Scalable and Accurate Collaborative Filtering. ACM Trans. Knowl. Discov. Data, 4(1), 1:1–1:24 (2010)
    • (2010) ACM Trans. Knowl. Discov. Data , vol.4 , Issue.1 , pp. 1-24
    • Koren, Y.1
  • 9
    • 81055135842 scopus 로고    scopus 로고
    • A Comprehensive Survey of Neighborhood-based Recommendation Methods
    • Desrosiers, C., Karypis, G.: A Comprehensive Survey of Neighborhood-based Recommendation Methods. In: Recommender Systems Handbook, pp. 107–144 (2011)
    • (2011) Recommender Systems Handbook , pp. 107-144
    • Desrosiers, C.1    Karypis, G.2
  • 10
    • 73749086533 scopus 로고    scopus 로고
    • Collaborative filtering based on collaborative tagging for enhancing the quality of recommendation
    • Kim, H.N., Ji, A.T., Ha, I., Jo, G.S.: Collaborative filtering based on collaborative tagging for enhancing the quality of recommendation. Electronic Commerce Research and Applications 9(1), 73–83 (2010)
    • (2010) Electronic Commerce Research and Applications , vol.9 , Issue.1 , pp. 73-83
    • Kim, H.N.1    Ji, A.T.2    Ha, I.3    Jo, G.S.4
  • 12
    • 34948850364 scopus 로고    scopus 로고
    • A new similarity measure for collaborative filtering to alleviate the new user coldstarting problem
    • Ahn, H.J.: A new similarity measure for collaborative filtering to alleviate the new user coldstarting problem. Inf. Sci. 178(1), 37–51 (2008)
    • (2008) Inf. Sci , vol.178 , Issue.1 , pp. 37-51
    • Ahn, H.J.1
  • 13
    • 79955926419 scopus 로고    scopus 로고
    • Collaborative error-reflected models for cold-start recommender systems
    • Kim, H.N., El-Saddik, A., Jo, G.: Collaborative error-reflected models for cold-start recommender systems. Decision Support Systems 51(3), 519–531 (2011)
    • (2011) Decision Support Systems , vol.51 , Issue.3 , pp. 519-531
    • Kim, H.N.1    El-Saddik, A.2    Jo, G.3
  • 14
    • 84155181004 scopus 로고    scopus 로고
    • A collaborative filtering approach to mitigate the new user cold start problem
    • Bobadilla, J., Ortega, F., Hernando, A., Bernal, J.: A collaborative filtering approach to mitigate the new user cold start problem. Know.-Based Syst. 26, 225–238 (2012)
    • (2012) Know.-Based Syst , vol.26 , pp. 225-238
    • Bobadilla, J.1    Ortega, F.2    Hernando, A.3    Bernal, J.4
  • 15
    • 0002215069 scopus 로고
    • On A Measure of Divergence Between Two Statistical Populations Defined by their Probability Distributions
    • Bhattacharyya, A.: On A Measure of Divergence Between Two Statistical Populations Defined by their Probability Distributions. Bulletin of Calcutta Mathematical Society 35(1), 99–109 (1943)
    • (1943) Bulletin of Calcutta Mathematical Society , vol.35 , Issue.1 , pp. 99-109
    • Bhattacharyya, A.1
  • 18
    • 65249157560 scopus 로고
    • The Divergence and Bhattacharyya Distance Measures in Signal Selection
    • Kailath, T.: The Divergence and Bhattacharyya Distance Measures in Signal Selection. IEEE Transactions on Communication Technology 15(1), 52–60 (1967)
    • (1967) IEEE Transactions on Communication Technology , vol.15 , Issue.1 , pp. 52-60
    • Kailath, T.1
  • 21
    • 85132303221 scopus 로고    scopus 로고
    • Feature weighting and instance selection for collaborative filtering: An information-theoretic approach
    • Yu, K., Xu, X., Ester, M., Kriegel, H.P.: Feature weighting and instance selection for collaborative filtering: An information-theoretic approach. Knowledge and Information Systems 5(2), 201–224 (2003)
    • (2003) Knowledge and Information Systems , vol.5 , Issue.2 , pp. 201-224
    • Yu, K.1    Xu, X.2    Ester, M.3    Kriegel, H.P.4
  • 22
    • 77955417387 scopus 로고    scopus 로고
    • A new collaborative filtering metric that improves the behavior of recommender systems
    • Bobadilla, J., Serradilla, F., Bernal, J.: A new collaborative filtering metric that improves the behavior of recommender systems. Knowl. -Based Syst. 23(6), 520–528 (2010)
    • (2010) Knowl. -Based Syst , vol.23 , Issue.6 , pp. 520-528
    • Bobadilla, J.1    Serradilla, F.2    Bernal, J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.