메뉴 건너뛰기




Volumn 23, Issue 1, 2011, Pages 138-152

Why does collaborative filtering work? transaction-based recommendation model validation and selection by analyzing bipartite random graphs

Author keywords

Bipartite graph; Collaborative filtering; Random graph analysis; Recommendation algorithm

Indexed keywords


EID: 79952391729     PISSN: 10919856     EISSN: 15265528     Source Type: Journal    
DOI: 10.1287/ijoc.1100.0385     Document Type: Article
Times cited : (35)

References (41)
  • 1
    • 20844435854 scopus 로고    scopus 로고
    • Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions
    • DOI 10.1109/TKDE.2005.99
    • Adomavicius, G., A. Tuzhilin. 2005. Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions. IEEE Trans. Knowledge Data Engrg. 17(6) 734-749. (Pubitemid 40860454)
    • (2005) IEEE Transactions on Knowledge and Data Engineering , vol.17 , Issue.6 , pp. 734-749
    • Adomavicius, G.1    Tuzhilin, A.2
  • 3
    • 0036013593 scopus 로고    scopus 로고
    • Statistical mechanics of complex networks
    • Albert, R., A.-L. Barabási. 2002. Statistical mechanics of complex networks. Rev. Modern Phys. 74(1) 47-97.
    • (2002) Rev. Modern Phys , vol.74 , Issue.1 , pp. 47-97
    • Albert, R.1    Barabási, A.-L.2
  • 7
    • 0031191630 scopus 로고    scopus 로고
    • The use of the area under the ROC curve in the evaluation of machine learning algorithms
    • PII S0031320396001422
    • Bradley, A. P. 1997. The use of the area under the ROC curve in the evaluation of machine learning algorithms. Pattern Recognition 30(7) 1145-1159. (Pubitemid 127406521)
    • (1997) Pattern Recognition , vol.30 , Issue.7 , pp. 1145-1159
    • Bradley, A.P.1
  • 12
    • 84993728969 scopus 로고    scopus 로고
    • The small world of the American corporate elite, 1982-2001
    • Davis, G. F., M. Yoo, W. E. Baker. 2003. The small world of the American corporate elite, 1982-2001. Strategic Organ. 1(3) 301-326.
    • (2003) Strategic Organ , vol.1 , Issue.3 , pp. 301-326
    • Davis, G.F.1    Yoo, M.2    Baker, W.E.3
  • 13
    • 3042821101 scopus 로고    scopus 로고
    • Item-based top-N recommendation algorithms
    • Deshpande, M., G. Karypis. 2004. Item-based top-N recommendation algorithms. ACM Trans. Inform. Systems 22(1) 143-177.
    • (2004) ACM Trans. Inform. Systems , vol.22 , Issue.1 , pp. 143-177
    • Deshpande, M.1    Karypis, G.2
  • 14
    • 0001540595 scopus 로고
    • On random graphs
    • Erdös, P., A. Rényi. 1959. On random graphs. Publ. Math. 6 290-297.
    • (1959) Publ. Math , vol.6 , pp. 290-297
    • Erdös, P.1    Rényi, A.2
  • 16
    • 0000207615 scopus 로고
    • On the strength of connectedness of a random graph
    • Erdös, P., A. Rényi. 1961. On the strength of connectedness of a random graph. Acta Math. Hungarica 12(1-2) 261-267.
    • (1961) Acta Math. Hungarica , vol.12 , Issue.1-2 , pp. 261-267
    • Erdös, P.1    Rényi, A.2
  • 17
    • 34250002506 scopus 로고    scopus 로고
    • Guest editors introduction: Recommender systems
    • DOI 10.1109/MIS.2007.52
    • Felfernig, A., G. Friedrich, L. Schmidt-Thieme. 2007. Guest editors' introduction: Recommender systems. IEEE Intelligent Systems 22(3) 18-21. (Pubitemid 46883391)
    • (2007) IEEE Intelligent Systems , vol.22 , Issue.3 , pp. 18-21
    • Felfernig, A.1    Friedrich, G.2    Schmidt-Thieme, L.3
  • 20
    • 0001509519 scopus 로고    scopus 로고
    • Probabilistic latent semantic analysis
    • Morgan Kaufmann, San Francisco
    • Hofmann, T. 1999. Probabilistic latent semantic analysis. Proc. Uncertainty Artificial Intelligence, UAI'99, Morgan Kaufmann, San Francisco, 289-296.
    • (1999) Proc. Uncertainty Artificial Intelligence, UAI'99 , pp. 289-296
    • Hofmann, T.1
  • 21
    • 3042742744 scopus 로고    scopus 로고
    • Latent semantic models for collaborative filtering
    • Hofmann, T. 2004. Latent semantic models for collaborative filtering. ACM Trans. Inform. Systems 22(1) 89-115.
    • (2004) ACM Trans. Inform. Systems , vol.22 , Issue.1 , pp. 89-115
    • Hofmann, T.1
  • 22
    • 3042819722 scopus 로고    scopus 로고
    • Applying associative retrieval techniques to alleviate the sparsity problem in collaborative filtering
    • Huang, Z., H. Chen, D. Zeng. 2004. Applying associative retrieval techniques to alleviate the sparsity problem in collaborative filtering. ACM Trans. Inform. Systems 22(1) 116-142.
    • (2004) ACM Trans. Inform. Systems , vol.22 , Issue.1 , pp. 116-142
    • Huang, Z.1    Chen, H.2    Zeng, D.3
  • 23
    • 27544435556 scopus 로고    scopus 로고
    • Link prediction approach to collaborative filtering
    • Proceedings of the 5th ACM/IEEE Joint Conference on Digital Libraries - Digital Libraries: Cyberinfrastructure for Research and Education
    • Huang, Z., X. Li, H. Chen. 2005. Link prediction approach to collaborative filtering. Proc. 5th ACM/IEEE-CS Joint Conf. Digital Libraries, Denver, ACM Press, New York, 141-142. (Pubitemid 41543540)
    • (2005) Proceedings of the ACM/IEEE Joint Conference on Digital Libraries , pp. 141-142
    • Huang, Z.1    Li, X.2    Chen, H.3
  • 24
    • 35348870573 scopus 로고    scopus 로고
    • A comparative study of recommendation algorithms for e-commerce applications
    • Huang, Z., D. Zeng, H. Chen. 2007a. A comparative study of recommendation algorithms for e-commerce applications. IEEE Intelligent Systems 22(5) 68-78.
    • (2007) IEEE Intelligent Systems , vol.22 , Issue.5 , pp. 68-78
    • Huang, Z.1    Zeng, D.2    Chen, H.3
  • 25
    • 38549175723 scopus 로고    scopus 로고
    • Analyzing consumer-product graphs: Empirical findings and applications in recommender systems
    • DOI 10.1287/mnsc.1060.0619
    • Huang, Z., D. Zeng, H. Chen. 2007b. Analyzing consumer-product graphs: Empirical findings and applications in recommender systems. Management Sci. 53(7) 1146-1164. (Pubitemid 351159617)
    • (2007) Management Science , vol.53 , Issue.7 , pp. 1146-1164
    • Huang, Z.1    Zeng, D.D.2    Chen, H.3
  • 26
    • 33744797084 scopus 로고    scopus 로고
    • A study of mixture models for collaborative filtering
    • DOI 10.1007/s10791-006-4651-1
    • Jin, R., L. Si, C. Zhai. 2006. A study of mixture models for collaborative filtering. Inform. Retrieval 9(3) 357-382. (Pubitemid 43839180)
    • (2006) Information Retrieval , vol.9 , Issue.3 , pp. 357-382
    • Jin, R.1    Si, L.2    Zhai, C.3
  • 27
    • 36048955400 scopus 로고    scopus 로고
    • A clustering coefficient for weighted networks, with application to gene expression data
    • Network Analysis in Natural Sciences and Engineering
    • Kalna, G., D. J. Higham. 2007. A clustering coefficient for weighted networks, with application to gene expression data. AI Comm. 20(4) 263-271. (Pubitemid 350096312)
    • (2007) AI Communications , vol.20 , Issue.4 , pp. 263-271
    • Kalna, G.1    Higham, D.J.2
  • 28
    • 3042701774 scopus 로고    scopus 로고
    • Introduction to recommender systems: Algorithms and evaluation
    • Konstan, J. A. 2004. Introduction to recommender systems: Algorithms and evaluation. ACM Trans. Inform. Systems 22(1) 1-4.
    • (2004) ACM Trans. Inform. Systems , vol.22 , Issue.1 , pp. 1-4
    • Konstan, J.A.1
  • 31
    • 0038718854 scopus 로고    scopus 로고
    • The structure and function of complex networks
    • Newman, M. E. J. 2003. The structure and function of complex networks. SIAM Rev. 45(2) 167-256.
    • (2003) SIAM Rev , vol.45 , Issue.2 , pp. 167-256
    • Newman, M.E.J.1
  • 32
    • 41349096036 scopus 로고    scopus 로고
    • Analysis of weighted networks
    • Newman, M. E. J. 2004. Analysis of weighted networks. Phys. Rev. E 70(5) 056131.
    • (2004) Phys. Rev. E , vol.70 , Issue.5 , pp. 056131
    • Newman, M.E.J.1
  • 33
    • 0035420732 scopus 로고    scopus 로고
    • Random graphs with arbitrary degree distributions and their applications
    • Newman, M. E. J., S. H. Strogatz, D. J. Watts. 2001. Random graphs with arbitrary degree distributions and their applications. Phys. Rev. E 64(2, Part 2) 026118.
    • (2001) Phys. Rev. E , vol.64 , Issue.2 PART 2 , pp. 026118
    • Newman, M.E.J.1    Strogatz, S.H.2    Watts, D.J.3
  • 35
    • 11844289886 scopus 로고    scopus 로고
    • Small Worlds Among Interlocking Directors Network Structure and Distance in Bipartite Graphs
    • DOI 10.1023/B:CMOT.0000032580.12184.c0
    • Robins, G., M. Alexander. 2004. Small worlds among interlocking directors: Network structure and distance in bipartite graphs. Comput. Math. Organ. Theory 10(1) 69-94. (Pubitemid 38789934)
    • (2004) COMPUTATIONAL AND MATHEMATICAL ORGANIZATION THEORY , vol.10 , Issue.1 , pp. 69-94
    • Robins, G.1    Alexander, M.2
  • 37
    • 0013312710 scopus 로고    scopus 로고
    • Application of dimensionality reduction in recommender system: A case study
    • Boston
    • Sarwar, B., G. Karypis, J. Konstan, J. Riedl. 2000b. Application of dimensionality reduction in recommender system: A case study. Proc. WebKDD Workshop ACM SIGKKD, Boston. http://ai .stanford.edu/~ronnyk/WEBKDD2000/papers/ sarwar.pdf.
    • (2000) Proc. WebKDD Workshop ACM SIGKKD
    • Sarwar, B.1    Karypis, G.2    Konstan, J.3    Riedl, J.4
  • 39
    • 0029179043 scopus 로고
    • Social information filtering: Algorithms for automating word of mouth
    • Denver, ACM Press, New York
    • Shardanand, U., P. Maes. 1995. Social information filtering: Algorithms for automating word of mouth. Proc. ACM Conf. Human Factors Comput. Systems, Denver, ACM Press, New York, 210-217.
    • (1995) Proc. ACM Conf. Human Factors Comput. Systems , pp. 210-217
    • Shardanand, U.1    Maes, P.2
  • 40
    • 4644281927 scopus 로고    scopus 로고
    • A formal statistical approach to collaborative filtering
    • Discovery (CONALD), Center for Automated Learning and Discovery, Carnegie Mellon University, Pittsburgh
    • Ungar, L. H., D. P. Foster. 1998. A formal statistical approach to collaborative filtering. Proc. Conf. Automated Learn. Discovery (CONALD), Center for Automated Learning and Discovery, Carnegie Mellon University, Pittsburgh.
    • (1998) Proc. Conf. Automated Learn
    • Ungar, L.H.1    Foster, D.P.2
  • 41
    • 0032482432 scopus 로고    scopus 로고
    • Collective dynamics of "smallworld" networks
    • Watts, D. J., S. H. Strogatz. 1998. Collective dynamics of "smallworld" networks. Nature 393(6684) 440-442.
    • (1998) Nature , vol.393 , Issue.6684 , pp. 440-442
    • Watts, D.J.1    Strogatz, S.H.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.