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Volumn 21, Issue 4, 2012, Pages

Investigating the scalability of algorithms, the role of similarity metric and the list of suggested items construction scheme in recommender systems

Author keywords

clustering; recommendation prediction, nearest neighbor; Recommender system; user identification, genetic algorithm

Indexed keywords

CLUSTER-BASED; CLUSTERING; CONSTRUCTION SCHEME; DATA OVERLOAD; DATA SETS; EBUSINESS; NEAREST NEIGHBORS; NEW PRODUCT; PEARSON COEFFICIENT; REAL WORLD SITUATIONS; RECOMMENDATION METHODS; SIMILARITY METRICS; USER IDENTIFICATION;

EID: 84865736131     PISSN: 02182130     EISSN: 17936349     Source Type: Journal    
DOI: 10.1142/S0218213012400180     Document Type: Article
Times cited : (11)

References (32)
  • 1
    • 20844435854 scopus 로고    scopus 로고
    • Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions, in 2005
    • G. Adomavicius and A. Tuzhilin, Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions, in 2005 IEEE Trans. om Knowl. and Data Eng., Vol. 17(6), (2005) pp. 734-749.
    • (2005) IEEE Trans. om Knowl. and Data Eng. , vol.17 , Issue.6 , pp. 734-749
    • Adomavicius, G.1    Tuzhilin, A.2
  • 2
    • 77951440872 scopus 로고    scopus 로고
    • Statistical analysis of K-nearest neighbor collaborative recommendation
    • G. Biau, B. Cadre, and L. Rouviere, Statistical analysis of K-nearest neighbor collaborative recommendation, The Annals of Statistics, Vol. 38(3), (2010) pp. 1568-1592.
    • (2010) The Annals of Statistics , vol.38 , Issue.3 , pp. 1568-1592
    • Biau, G.1    Cadre, B.2    Rouviere, L.3
  • 3
    • 84863134526 scopus 로고    scopus 로고
    • Improving the performance of collaborative filtering recommender systems through user profile clustering
    • IEEE Computer Society, Washington
    • P. T. Braak, N. Abdullah, and Y. Xu, Improving the performance of collaborative filtering recommender systems through user profile clustering, in 2009 IEEE/ACM Int'l Joint Conference on Web intelligence and intelligent Agent Technology, Vol. 03 (IEEE Computer Society, Washington, 2009), pp. 147-150.
    • (2009) 2009 IEEE/ACM Int'l Joint Conference on Web Intelligence and Intelligent Agent Technology , vol.3 , pp. 147-150
    • Braak, P.T.1    Abdullah, N.2    Xu, Y.3
  • 5
    • 84865754299 scopus 로고    scopus 로고
    • K-nearest neighbors algorithm: Prediction and classification
    • T. B. Fomby, K-nearest neighbors algorithm: Prediction and classification, Econo-metric Journals online ECO5385, (2008).
    • (2008) Econo-metric Journals online ECO5385
    • Fomby, T.B.1
  • 7
    • 78549262670 scopus 로고    scopus 로고
    • The importance of similarity metrics for representative users identification in recommender systems
    • eds. H. Papadopoulos, A. S. Andreou, and M. Bramer (Larnaca, Cyprus
    • O. Georgiou and N. Tsapatsoulis, The importance of similarity metrics for representative users identification in recommender systems, in Proc. 6th IFIP conf. on Artificial Intelligence Applications and Innovations, eds. H. Papadopoulos, A. S. Andreou, and M. Bramer (Larnaca, Cyprus, 2010), pp. 12-21.
    • (2010) Proc. 6th IFIP conf. on Artificial Intelligence Applications and Innovations , pp. 12-21
    • Georgiou, O.1    Tsapatsoulis, N.2
  • 8
    • 78049385481 scopus 로고    scopus 로고
    • Improving the scalability of recommender systems by clustering using genetic algorithms
    • Springer-Verlag, Berlin
    • O. Georgiou and N. Tsapatsoulis, Improving the scalability of recommender systems by clustering using genetic algorithms, in Proc. 20th Int. Conf. on Artificial Neural Networks (Springer-Verlag, Berlin, 2010), pp. 442-449.
    • (2010) Proc. 20th Int. Conf. on Artificial Neural Networks , pp. 442-449
    • Georgiou, O.1    Tsapatsoulis, N.2
  • 10
    • 0002549585 scopus 로고    scopus 로고
    • Eigentaste: A constant time collaborative filtering algorithm
    • (Springer-Verlag
    • K. Goldberg, T. Roeder, D. Gupta, and C. Perkins, Eigentaste: A constant time collaborative filtering algorithm, in Information Retrieval, Vol. 4(2) (Springer-Verlag, 2001), pp. 133-151.
    • (2001) Information Retrieval , vol.4 , Issue.2 , pp. 133-151
    • Goldberg, K.1    Roeder, T.2    Gupta, D.3    Perkins, C.4
  • 11
    • 84865754298 scopus 로고    scopus 로고
    • The GroupLens Research Project, (1997
    • The GroupLens Research Project, (1997), http://www.grouplens.org.
  • 13
    • 3042829247 scopus 로고    scopus 로고
    • An empirical analysis of design choices in neighborhood-based collaborative filtering algorithms
    • Springer, Netherland
    • J. L. Herlocker, J. A. Konstan, and J. T. Riedl, An empirical analysis of design choices in neighborhood-based collaborative filtering algorithms, in Information Retrieval, Vol. 5(4) (Springer, Netherland, 2002), pp. 287-310.
    • (2002) Information Retrieval , vol.5 , Issue.4 , pp. 287-310
    • Herlocker, J.L.1    Konstan, J.A.2    Riedl, J.T.3
  • 14
    • 72249107285 scopus 로고    scopus 로고
    • Using a trust network to improve Top-N recommendation
    • ACM Press, New York
    • M. Jamali and M. Ester, Using a trust network to improve Top-N recommendation, in Proc. 3rd ACM Conference on Recommended Systems (ACM Press, New York, 2009), pp. 181-188.
    • (2009) Proc. 3rd ACM Conference on Recommended Systems , pp. 181-188
    • Jamali, M.1    Ester, M.2
  • 15
    • 36148984621 scopus 로고    scopus 로고
    • A recommender system using GA K-means clustering in an online shopping market
    • ACM Press, New York
    • K. Kim and H. Ahn, A recommender system using GA K-means clustering in an online shopping market. Expert Systems with Applications: An International Journal, Vol. 34(2) (ACM Press, New York, 2008), pp. 1200-1209.
    • (2008) Expert Systems with Applications: An International Journal , vol.34 , Issue.2 , pp. 1200-1209
    • Kim, K.1    Ahn, H.2
  • 19
    • 84865748544 scopus 로고    scopus 로고
    • Netflix Inc., (Last visited on: 07/Feb/2011
    • Netflix Inc. http://sacramento.bizjournals.com/sacramento/stories/2009/ 09/21/ daily3.html, (Last visited on: 07/Feb/2011)
  • 23
  • 24
    • 77954418047 scopus 로고    scopus 로고
    • A survey of collaborative filtering techniques
    • Article ID 421425 (Hindawi Publishing
    • X. Su and T. M. Khoshgoftaar, A survey of collaborative filtering techniques, Advances in Artificial Intelligence, Article ID 421425 (Hindawi Publishing, 2009).
    • (2009) Advances in Artificial Intelligence
    • Su, X.1    Khoshgoftaar, T.M.2
  • 26
    • 84865748086 scopus 로고    scopus 로고
    • Online evaluation code for experiment recreation and testing
    • Online evaluation code for experiment recreation and testing, http://cis.cut.ac.cy/nicolas.tsapatsoulis/RSevaluation/code.rar
  • 29
    • 76549121147 scopus 로고    scopus 로고
    • A user trust-based collaborative filtering recommendation algorithm
    • (Springer-Verlag, Heidelberg
    • F. Zhang, L. Bai, and F. Gao, A user trust-based collaborative filtering recommendation algorithm, in Information and Communications Security. LNCS, Vol. 5927 (Springer-Verlag, Heidelberg, 2009), pp. 411-424.
    • (2009) Information and Communications Security. LNCS , vol.5927 , pp. 411-424
    • Zhang, F.1    Bai, L.2    Gao, F.3
  • 32
    • 84865782786 scopus 로고    scopus 로고
    • (Last visited on:01/Nov/2011
    • http://www.useit.com/papers/responsetime.html (Last visited on:01/Nov/2011).


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.