메뉴 건너뛰기




Volumn , Issue , 2010, Pages 199-210

Collaborative filtering: Weighted nonnegative matrix factorization incorporating user and item graphs

Author keywords

[No Author keywords available]

Indexed keywords

DATA MINING; FACTORIZATION; MATRIX ALGEBRA; SPACE DIVISION MULTIPLE ACCESS;

EID: 80052653159     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1137/1.9781611972801.18     Document Type: Conference Paper
Times cited : (252)

References (36)
  • 1
    • 20844435854 scopus 로고    scopus 로고
    • Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions
    • Gediminas Adomavicius and Alexander Tuzhilin, "Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions," IEEE Trans. Knowl. Data Eng., Vol. 17, no. 6, pp. 734-749, 2005.
    • (2005) IEEE Trans. Knowl. Data Eng. , vol.17 , Issue.6 , pp. 734-749
    • Adomavicius, G.1    Tuzhilin, A.2
  • 2
    • 0031103679 scopus 로고    scopus 로고
    • Fab: Content-based, collaborative recommendation
    • Marko Balabanović and Yoav Shoham, "Fab: content-based, collaborative recommendation," Commun. ACM, Vol. 40, no. 3, pp. 66-72, 1997.
    • (1997) Commun. ACM , vol.40 , Issue.3 , pp. 66-72
    • Balabanović, M.1    Shoham, Y.2
  • 3
    • 85015559680 scopus 로고    scopus 로고
    • An algorithmic framework for performing collaborative filtering
    • Jonathan L. Herlocker, Joseph A. Konstan, Al Borchers, and John Riedl, "An algorithmic framework for performing collaborative filtering," in SIGIR, 1999, pp. 230-237.
    • (1999) SIGIR , pp. 230-237
    • Herlocker, J.L.1    Konstan, J.A.2    Borchers, A.3    Riedl, J.4
  • 4
    • 85052617391 scopus 로고    scopus 로고
    • Item-based collaborative filtering recommendation algorithms
    • Badrul M. Sarwar, George Karypis, Joseph A. Konstan, and John Riedl, "Item-based collaborative filtering recommendation algorithms," in WWW, 2001, pp. 285-295.
    • (2001) WWW , pp. 285-295
    • Sarwar, B.M.1    Karypis, G.2    Konstan, J.A.3    Riedl, J.4
  • 5
    • 33750345680 scopus 로고    scopus 로고
    • Unifying user-based and item-based collaborative filtering approaches by similarity fusion
    • Jun Wang, Arjen P. de Vries, and Marcel J. T. Reinders, "Unifying user-based and item-based collaborative filtering approaches by similarity fusion," in SIGIR, 2006, pp. 501-508.
    • (2006) SIGIR , pp. 501-508
    • Wang, J.1    De Vries, A.P.2    Reinders, M.J.T.3
  • 6
    • 0001391984 scopus 로고    scopus 로고
    • Collaborative filtering by personality diagnosis: A hybrid memory and model-based approach
    • David M. Pennock, Eric Horvitz, Steve Lawrence, and C. Lee Giles, "Collaborative filtering by personality diagnosis: A hybrid memory and model-based approach," in UAI, 2000, pp. 473-480.
    • (2000) UAI , pp. 473-480
    • Pennock, D.M.1    Horvitz, E.2    Lawrence, S.3    Lee Giles, C.4
  • 7
    • 3042742744 scopus 로고    scopus 로고
    • Latent semantic models for collaborative filtering
    • Thomas Hofmann, "Latent semantic models for collaborative filtering," ACM Trans. Inf. Syst., Vol. 22, no. 1, pp. 89-115, 2004.
    • (2004) ACM Trans. Inf. Syst. , vol.22 , Issue.1 , pp. 89-115
    • Hofmann, T.1
  • 8
    • 1942516799 scopus 로고    scopus 로고
    • Flexible mixture model for collaborative filtering
    • Luo Si and Rong Jin, "Flexible mixture model for collaborative filtering," in ICML, 2003, pp. 704-711.
    • (2003) ICML , pp. 704-711
    • Si, L.1    Jin, R.2
  • 9
    • 1942516801 scopus 로고    scopus 로고
    • Weighted low-rank approximations
    • Nathan Srebro and Tommi Jaakkola, "Weighted low-rank approximations," in ICML, 2003, pp. 720-727.
    • (2003) ICML , pp. 720-727
    • Srebro, N.1    Jaakkola, T.2
  • 10
    • 26944489846 scopus 로고    scopus 로고
    • Maximum-margin matrix factorization
    • Nathan Srebro, Jason D. M. Rennie, and Tommi Jaakkola, "Maximum-margin matrix factorization," in NIPS, 2004.
    • (2004) NIPS
    • Srebro, N.1    Rennie, J.D.M.2    Jaakkola, T.3
  • 11
    • 36849035955 scopus 로고    scopus 로고
    • Recommendation on item graphs
    • Fei Wang, Sheng Ma, Liuzhong Yang, and Tao Li, "Recommendation on item graphs," in ICDM, 2006, pp. 1119-1123.
    • (2006) ICDM , pp. 1119-1123
    • Wang, F.1    Ma, S.2    Yang, L.3    Li, T.4
  • 12
    • 33745478821 scopus 로고    scopus 로고
    • Learning from incomplete ratings using non-negative matrix factorization
    • Sheng Zhang, Weihong Wang, James Ford, and Fillia Makedon, "Learning from incomplete ratings using non-negative matrix factorization," in SDM, 2006.
    • (2006) SDM
    • Zhang, S.1    Wang, W.2    Ford, J.3    Makedon, F.4
  • 13
    • 49549101067 scopus 로고    scopus 로고
    • Collaborative filtering using orthogonal nonnegative matrix tri-factorization
    • Gang Chen, Fei Wang, and Changshui Zhang, "Collaborative filtering using orthogonal nonnegative matrix tri-factorization," in ICDM Workshops, 2007, pp. 303-308.
    • (2007) ICDM Workshops , pp. 303-308
    • Chen, G.1    Wang, F.2    Zhang, C.3
  • 14
    • 48349135120 scopus 로고    scopus 로고
    • Probabilistic matrix factorization
    • Ruslan Salakhutdinov and Andriy Mnih, "Probabilistic matrix factorization," in NIPS, 2007.
    • (2007) NIPS
    • Salakhutdinov, R.1    Mnih, A.2
  • 15
    • 84860522688 scopus 로고    scopus 로고
    • Probabilistic models for unified collaborative and content-based recommendation in sparse-data environments
    • Alexandrin Popescul, Lyle H. Ungar, David M. Pennock, and Steve Lawrence, "Probabilistic models for unified collaborative and content-based recommendation in sparse-data environments," in UAI, 2001, pp. 437-444.
    • (2001) UAI , pp. 437-444
    • Popescul, A.1    Ungar, L.H.2    Pennock, D.M.3    Lawrence, S.4
  • 16
    • 0036932094 scopus 로고    scopus 로고
    • Content-boosted collaborative filtering for improved recommendations
    • Prem Melville, Raymond J. Mooney, and Ramadass Nagarajan, "Content-boosted collaborative filtering for improved recommendations, " in AAAI/IAAI, 2002, pp. 187-192.
    • (2002) AAAI/IAAI , pp. 187-192
    • Melville, P.1    Mooney, R.J.2    Nagarajan, R.3
  • 17
    • 14344253490 scopus 로고    scopus 로고
    • Unifying collaborative and content-based filtering
    • Justin Basilico and Thomas Hofmann, "Unifying collaborative and content-based filtering," in ICML, 2004.
    • (2004) ICML
    • Basilico, J.1    Hofmann, T.2
  • 18
    • 9444285502 scopus 로고    scopus 로고
    • Kernels and regularization on graphs
    • Alex J. Smola and Risi Imre Kondor, "Kernels and regularization on graphs," in COLT, 2003, pp. 144-158.
    • (2003) COLT , pp. 144-158
    • Smola, A.J.1    Kondor, R.I.2
  • 19
    • 33947194180 scopus 로고    scopus 로고
    • Graph embedding and extensions: A general framework for dimensionality reduction
    • Shuicheng Yan, Dong Xu, Benyu Zhang, HongJiang Zhang, Qiang Yang, and Stephen Lin, "Graph embedding and extensions: A general framework for dimensionality reduction," IEEE Trans. Pattern Anal. Mach. Intell., Vol. 29, no. 1, pp. 40-51, 2007.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell. , vol.29 , Issue.1 , pp. 40-51
    • Yan, S.1    Xu, D.2    Zhang, B.3    Zhang, H.4    Yang, Q.5    Lin, S.6
  • 20
    • 79956332461 scopus 로고    scopus 로고
    • Local relevance weighted maximum margin criterion for text classification
    • Quanquan Gu and Jie Zhou, "Local relevance weighted maximum margin criterion for text classification," in SDM, 2009, pp. 1135-1146.
    • (2009) SDM , pp. 1135-1146
    • Gu, Q.1    Zhou, J.2
  • 21
    • 67049155384 scopus 로고    scopus 로고
    • Non-negative matrix factorization on manifold
    • Deng Cai, Xiaofei He, Xiaoyun W.u., and Jiawei Han, "Non-negative matrix factorization on manifold," in ICDM, 2008, pp. 63-72.
    • (2008) ICDM , pp. 63-72
    • Cai, D.1    He, X.2    Wu, X.3    Han, J.4
  • 22
    • 77951187342 scopus 로고    scopus 로고
    • Local learning regularized nonnegative matrix factorization
    • Quanquan Gu and Jie Zhou, "Local learning regularized nonnegative matrix factorization," in IJCAI, 2009, pp. 1046-1051.
    • (2009) IJCAI , pp. 1046-1051
    • Gu, Q.1    Zhou, J.2
  • 23
    • 70350697580 scopus 로고    scopus 로고
    • Co-clustering on manifolds
    • Quanquan Gu and Jie Zhou, "Co-clustering on manifolds," in KDD, 2009, pp. 359-368.
    • (2009) KDD , pp. 359-368
    • Gu, Q.1    Zhou, J.2
  • 24
    • 53849111925 scopus 로고    scopus 로고
    • Semi-supervised clustering via matrix factorization
    • Fei Wang, Tao Li, and Changshui Zhang, "Semi-supervised clustering via matrix factorization," in SDM, 2008, pp. 1-12.
    • (2008) SDM , pp. 1-12
    • Wang, F.1    Li, T.2    Zhang, C.3
  • 26
    • 33750729556 scopus 로고    scopus 로고
    • Manifold regularization: A geometric framework for learning from labeled and unlabeled examples
    • Mikhail Belkin, Partha Niyogi, and Vikas Sindhwani, "Manifold regularization: A geometric framework for learning from labeled and unlabeled examples," Journal of Machine Learning Research, Vol. 7, pp. 2399-2434, 2006.
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 2399-2434
    • Belkin, M.1    Niyogi, P.2    Sindhwani, V.3
  • 27
    • 70350662708 scopus 로고    scopus 로고
    • Transductive classification via dual regularization
    • Quanquan Gu and Jie Zhou, "Transductive classification via dual regularization," in ECML/PKDD (1), 2009, pp. 439-454.
    • (2009) ECML/PKDD (1) , pp. 439-454
    • Gu, Q.1    Zhou, J.2
  • 29
    • 8644230345 scopus 로고    scopus 로고
    • An automatic weighting scheme for collaborative filtering
    • Rong Jin, Joyce Y. Chai, and Luo Si, "An automatic weighting scheme for collaborative filtering," in SIGIR, 2004, pp. 337-344.
    • (2004) SIGIR , pp. 337-344
    • Jin, R.1    Chai, J.Y.2    Si, L.3
  • 30
    • 80052126248 scopus 로고    scopus 로고
    • Trust based recommender system for semantic web
    • Punam Bedi, Harmeet Kaur, and Sudeep Marwaha, "Trust based recommender system for semantic web," in IJCAI, 2007, pp. 2677-2682.
    • (2007) IJCAI , pp. 2677-2682
    • Bedi, P.1    Kaur, H.2    Marwaha, S.3
  • 31
    • 70349257904 scopus 로고    scopus 로고
    • Sorec: Social recommendation using probabilistic matrix factorization
    • Hao Ma, Haixuan Yang, Michael R. Lyu, and Irwin King, "Sorec: social recommendation using probabilistic matrix factorization," in CIKM, 2008, pp. 931-940.
    • (2008) CIKM , pp. 931-940
    • Ma, H.1    Yang, H.2    Lyu, M.R.3    King, I.4
  • 32
    • 31844438615 scopus 로고    scopus 로고
    • Learning from labeled and unlabeled data on a directed graph
    • Dengyong Zhou, Jiayuan Huang, and Bernhard Schölkopf, "Learning from labeled and unlabeled data on a directed graph," in ICML, 2005, pp. 1036-1043.
    • (2005) ICML , pp. 1036-1043
    • Zhou, D.1    Huang, J.2    Schölkopf, B.3
  • 34
    • 0001093042 scopus 로고    scopus 로고
    • Algorithms for non-negative matrix factorization
    • Daniel D. Lee and H. Sebastian Seung, "Algorithms for non-negative matrix factorization," in NIPS, 2000, pp. 556-562.
    • (2000) NIPS , pp. 556-562
    • Lee, D.D.1    Sebastian Seung, H.2
  • 35
    • 33749575326 scopus 로고    scopus 로고
    • Orthogonal nonnegative matrix t-factorizations for clustering
    • Chris H. Q. Ding, Tao Li, Wei Peng, and Haesun Park, "Orthogonal nonnegative matrix t-factorizations for clustering," in KDD, 2006, pp. 126-135.
    • (2006) KDD , pp. 126-135
    • Chris, H.1    Ding, Q.2    Li, T.3    Peng, W.4    Park, H.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.