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Volumn , Issue , 2012, Pages 175-184

Adaptive diversification of recommendation results via latent factor portfolio

Author keywords

collaborative filtering; diversity; latent factor model; mean variance; portfolio theory

Indexed keywords

COLLABORATIVE FILTERING; DIVERSITY; LATENT FACTOR; MEAN VARIANCE; PORTFOLIO THEORIES;

EID: 84866632656     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2348283.2348310     Document Type: Conference Paper
Times cited : (85)

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
    • G. Adomavicius and A. Tuzhilin. Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions. IEEE Transactions on Kowledge and Data Engineering, 17(6):734-749, 2005.
    • (2005) IEEE Transactions on Kowledge and Data Engineering , vol.17 , Issue.6 , pp. 734-749
    • Adomavicius, G.1    Tuzhilin, A.2
  • 2
    • 70350664430 scopus 로고    scopus 로고
    • Regression-based latent factor models
    • D. Agarwal and B.-C. Chen. Regression-based latent factor models. KDD '09, pages 19-28, 2009.
    • (2009) KDD '09 , pp. 19-28
    • Agarwal, D.1    Chen, B.-C.2
  • 3
    • 80052105261 scopus 로고    scopus 로고
    • The economics in interactive information retrieval
    • L. Azzopardi. The economics in interactive information retrieval. SIGIR '11, pages 15-24, 2011.
    • (2011) SIGIR '11 , pp. 15-24
    • Azzopardi, L.1
  • 6
    • 0032270694 scopus 로고    scopus 로고
    • The use of MMR diversity-based reranking for reordering documents and producing summaries
    • J. Carbonell and J. Goldstein. The use of MMR diversity-based reranking for reordering documents and producing summaries. SIGIR '98, pages 335-336, 1998.
    • (1998) SIGIR '98 , pp. 335-336
    • Carbonell, J.1    Goldstein, J.2
  • 7
    • 33750364986 scopus 로고    scopus 로고
    • Less is more: Probabilistic models for retrieving fewer relevant documents
    • H. Chen and D. R. Karger. Less is more: probabilistic models for retrieving fewer relevant documents. SIGIR '06, 2006.
    • (2006) SIGIR '06
    • Chen, H.1    Karger, D.R.2
  • 9
    • 78649914423 scopus 로고    scopus 로고
    • Performance of recommender algorithms on top-N recommendation tasks
    • P. Cremonesi, Y. Koren, and R. Turrin. Performance of recommender algorithms on top-N recommendation tasks. RecSys '10, pages 39-46, 2010.
    • (2010) RecSys '10 , pp. 39-46
    • Cremonesi, P.1    Koren, Y.2    Turrin, R.3
  • 10
    • 77956042078 scopus 로고    scopus 로고
    • Probabilistic latent maximal marginal relevance
    • S. Guo and S. Sanner. Probabilistic latent maximal marginal relevance. SIGIR '10, pages 833-834, 2010.
    • (2010) SIGIR '10 , pp. 833-834
    • Guo, S.1    Sanner, S.2
  • 11
    • 57349112337 scopus 로고    scopus 로고
    • Personalized active learning for collaborative filtering
    • A. S. Harpale and Y. Yang. Personalized active learning for collaborative filtering. SIGIR '08, pages 91-98, 2008.
    • (2008) SIGIR '08 , pp. 91-98
    • Harpale, A.S.1    Yang, Y.2
  • 12
    • 85015559680 scopus 로고    scopus 로고
    • An algorithmic framework for performing collaborative filtering
    • J. L. Herlocker, J. A. Konstan, A. Borchers, and J. Riedl. An algorithmic framework for performing collaborative filtering. SIGIR '99, pages 230-237, 1999.
    • (1999) SIGIR '99 , pp. 230-237
    • Herlocker, J.L.1    Konstan, J.A.2    Borchers, A.3    Riedl, J.4
  • 13
    • 79953246287 scopus 로고    scopus 로고
    • Novelty and diversity in top-N recommendation - Analysis and evaluation
    • March
    • N. Hurley and M. Zhang. Novelty and diversity in top-N recommendation - analysis and evaluation. ACM Trans. Internet Technol., 10:14:1-14:30, March 2011.
    • (2011) ACM Trans. Internet Technol. , vol.10
    • Hurley, N.1    Zhang, M.2
  • 14
    • 84860871519 scopus 로고    scopus 로고
    • Using control theory for stable and efficient recommender systems
    • T. Jambor, J. Wang, and N. Lathia. Using control theory for stable and efficient recommender systems. WWW '12, pages 11-20, 2012.
    • (2012) WWW '12 , pp. 11-20
    • Jambor, T.1    Wang, J.2    Lathia, N.3
  • 15
    • 1842637192 scopus 로고    scopus 로고
    • Cumulated gain-based evaluation of IR techniques
    • October
    • K. Järvelin and J. Kekäläinen. Cumulated gain-based evaluation of IR techniques. ACM Trans. Inf. Syst., 20:422-446, October 2002.
    • (2002) ACM Trans. Inf. Syst. , vol.20 , pp. 422-446
    • Järvelin, K.1    Kekäläinen, J.2
  • 16
    • 65449121157 scopus 로고    scopus 로고
    • Factorization meets the neighborhood: A multifaceted collaborative filtering model
    • Y. Koren. Factorization meets the neighborhood: a multifaceted collaborative filtering model. KDD '08, pages 426-434, 2008.
    • (2008) KDD '08 , pp. 426-434
    • Koren, Y.1
  • 17
    • 85008044987 scopus 로고    scopus 로고
    • Matrix factorization techniques for recommender systems
    • August
    • Y. Koren, R. Bell, and C. Volinsky. Matrix factorization techniques for recommender systems. Computer, 42:30-37, August 2009.
    • (2009) Computer , vol.42 , pp. 30-37
    • Koren, Y.1    Bell, R.2    Volinsky, C.3
  • 19
  • 20
    • 33750340233 scopus 로고    scopus 로고
    • Improving personalized web search using result diversification
    • F. Radlinski and S. Dumais. Improving personalized web search using result diversification. SIGIR '06, pages 691-692, 2006.
    • (2006) SIGIR '06 , pp. 691-692
    • Radlinski, F.1    Dumais, S.2
  • 22
    • 85161989354 scopus 로고    scopus 로고
    • Probabilistic matrix factorization
    • R. Salakhutdinov and A. Mnih. Probabilistic matrix factorization. NIPS '08, 2008.
    • (2008) NIPS '08
    • Salakhutdinov, R.1    Mnih, A.2
  • 23
    • 78651338264 scopus 로고    scopus 로고
    • Selectively diversifying web search results
    • R. L. Santos, C. Macdonald, and I. Ounis. Selectively diversifying web search results. CIKM '10, pages 1179-1188, 2010.
    • (2010) CIKM '10 , pp. 1179-1188
    • Santos, R.L.1    Macdonald, C.2    Ounis, I.3
  • 24
    • 80052110797 scopus 로고    scopus 로고
    • Intent-aware search result diversification
    • R. L. Santos, C. Macdonald, and I. Ounis. Intent-aware search result diversification. SIGIR '11, pages 595-604, 2011.
    • (2011) SIGIR '11 , pp. 595-604
    • Santos, R.L.1    Macdonald, C.2    Ounis, I.3
  • 25
    • 85052617391 scopus 로고    scopus 로고
    • Item-based collaborative filtering recommendation algorithms
    • B. Sarwar, G. Karypis, J. Konstan, and J. Reidl. Item-based collaborative filtering recommendation algorithms. WWW '01, pages 285-295, 2001.
    • (2001) WWW '01 , pp. 285-295
    • Sarwar, B.1    Karypis, G.2    Konstan, J.3    Reidl, J.4
  • 26
    • 0029179043 scopus 로고
    • Social information filtering: Algorithms for automating 'word of mouth'
    • U. Shardanand and P. Maes. Social information filtering: algorithms for automating 'word of mouth'. CHI '95, pages 210-217, 1995.
    • (1995) CHI '95 , pp. 210-217
    • Shardanand, U.1    Maes, P.2
  • 27
    • 84861065567 scopus 로고    scopus 로고
    • Dynamical information retrieval modelling: A portfolio-armed bandit machine approach
    • M. Sloan and J. Wang. Dynamical information retrieval modelling: a portfolio-armed bandit machine approach. WWW '12, pages 603-604, 2012.
    • WWW '12 , vol.2012 , pp. 603-604
    • Sloan, M.1    Wang, J.2
  • 29
    • 82555191365 scopus 로고    scopus 로고
    • Rank and relevance in novelty and diversity metrics for recommender systems
    • S. Vargas and P. Castells. Rank and relevance in novelty and diversity metrics for recommender systems. RecSys '11, pages 109-116, 2011.
    • (2011) RecSys '11 , pp. 109-116
    • Vargas, S.1    Castells, P.2
  • 30
    • 67650696593 scopus 로고    scopus 로고
    • Mean-variance analysis: A new document ranking theory in information retrieval
    • J. Wang. Mean-variance analysis: A new document ranking theory in information retrieval. ECIR '09, pages 4-16, 2009.
    • (2009) ECIR '09 , pp. 4-16
    • Wang, J.1
  • 31
    • 80052121603 scopus 로고    scopus 로고
    • Utilizing marginal net utility for recommendation in e-commerce
    • J. Wang and Y. Zhang. Utilizing marginal net utility for recommendation in e-commerce. SIGIR '11, pages 1003-1012, 2011.
    • (2011) SIGIR '11 , pp. 1003-1012
    • Wang, J.1    Zhang, Y.2
  • 32
    • 72449155619 scopus 로고    scopus 로고
    • Portfolio theory of information retrieval
    • J. Wang and J. Zhu. Portfolio theory of information retrieval. SIGIR '09, pages 115-122, 2009.
    • (2009) SIGIR '09 , pp. 115-122
    • Wang, J.1    Zhu, J.2
  • 33
    • 77956031442 scopus 로고    scopus 로고
    • On statistical analysis and optimization of information retrieval effectiveness metrics
    • J. Wang and J. Zhu. On statistical analysis and optimization of information retrieval effectiveness metrics. SIGIR '10, pages 226-233, 2010.
    • (2010) SIGIR '10 , pp. 226-233
    • Wang, J.1    Zhu, J.2
  • 34
    • 80052129672 scopus 로고    scopus 로고
    • Collaborative competitive filtering: Learning recommender using context of user choice
    • S.-H. Yang, B. Long, A. J. Smola, H. Zha, and Z. Zheng. Collaborative competitive filtering: learning recommender using context of user choice. SIGIR '11, pages 295-304, 2011.
    • (2011) SIGIR '11 , pp. 295-304
    • Yang, S.-H.1    Long, B.2    Smola, A.J.3    Zha, H.4    Zheng, Z.5
  • 35
    • 1542347826 scopus 로고    scopus 로고
    • Beyond independent relevance: Methods and evaluation metrics for subtopic retrieval
    • C. X. Zhai, W. W. Cohen, and J. Lafferty. Beyond independent relevance: methods and evaluation metrics for subtopic retrieval. SIGIR '03, pages 10-17, 2003.
    • (2003) SIGIR '03 , pp. 10-17
    • Zhai, C.X.1    Cohen, W.W.2    Lafferty, J.3
  • 36
    • 33645657113 scopus 로고    scopus 로고
    • Improving recommendation lists through topic diversification
    • C.-N. Ziegler, S. M. McNee, J. A. Konstan, and G. Lausen. Improving recommendation lists through topic diversification. WWW '05, pages 22-32, 2005.
    • (2005) WWW '05 , pp. 22-32
    • Ziegler, C.-N.1    McNee, S.M.2    Konstan, J.A.3    Lausen, G.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.