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Volumn 40, Issue 17, 2013, Pages 6758-6765

Pessimists and optimists: Improving collaborative filtering through sentiment analysis

Author keywords

Collaborative filtering; IMDb corpus; Opinion mining; Polarity classification; Recommender systems; Sentiment analysis; User profile generation

Indexed keywords

IMDB CORPUS; OPINION MINING; POLARITY CLASSIFICATION; SENTIMENT ANALYSIS; USER PROFILE;

EID: 84880387327     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2013.06.049     Document Type: Article
Times cited : (69)

References (45)
  • 1
    • 34250007634 scopus 로고    scopus 로고
    • Informed recommender: Basing recommendations on consumer product reviews
    • DOI 10.1109/MIS.2007.55
    • S. Aciar, D. Zhang, S. Simoff, and J. Debenham Informed recommender: Basing recommendations on consumer product reviews Intelligent Systems, IEEE 22 2007 39 47 (Pubitemid 46883394)
    • (2007) IEEE Intelligent Systems , vol.22 , Issue.3 , pp. 39-47
    • Aciar, S.1    Zhang, D.2    Simoff, S.3    Debenham, J.4
  • 3
    • 0036681523 scopus 로고    scopus 로고
    • Review and functional classification of collaborative systems
    • DOI 10.1016/S0268-4012(02)00013-0, PII S0268401202000130
    • G. Bafoutsou, and G. Mentzas Review and functional classification of collaborative systems International Journal of Information Management 22 2002 281 305 (Pubitemid 34814111)
    • (2002) International Journal of Information Management , vol.22 , Issue.4 , pp. 281-305
    • Bafoutsou, G.1    Mentzas, G.2
  • 5
    • 36849079891 scopus 로고    scopus 로고
    • Modeling relationships at multiple scales to improve accuracy of large recommender systems
    • DOI 10.1145/1281192.1281206, KDD-2007: Proceedings of the Thirteenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
    • R. Bell, Y. Koren, and C. Volinsky Modeling relationships at multiple scales to improve accuracy of large recommender systems Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining KDD '07 2007 ACM New York, NY, USA 95 104 (Pubitemid 350229196)
    • (2007) Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining , pp. 95-104
    • Bell, R.1    Koren, Y.2    Volinsky, C.3
  • 6
    • 84880352352 scopus 로고    scopus 로고
    • Propuesta metodológica para el razonamiento semántico en sistemas de recomendación personalizada y automática
    • Ph.D. thesis Universidade de Vigo
    • Blanco Fernández, Y. (2007). Propuesta metodológica para el razonamiento semántico en sistemas de recomendación personalizada y automática. Aplicación al caso de contenidos audiovisuales. Ph.D. thesis Universidade de Vigo.
    • (2007) Aplicación Al Caso de Contenidos Audiovisuals
    • Blanco Fernández, Y.1
  • 8
    • 0036959356 scopus 로고    scopus 로고
    • Hybrid recommender systems: Survey and experiments
    • R. Burke Hybrid recommender systems: Survey and experiments User Modeling and User-adapted Interaction 12 2002 331 370
    • (2002) User Modeling and User-adapted Interaction , vol.12 , pp. 331-370
    • Burke, R.1
  • 12
    • 84871044906 scopus 로고    scopus 로고
    • Immunizing online reputation reporting systems against unfair ratings and discriminatory behavior
    • ACM
    • C. Dellarocas Immunizing online reputation reporting systems against unfair ratings and discriminatory behavior Proceedings of the 2nd ACM conference on electronic commerce 2000 ACM 150 157
    • (2000) Proceedings of the 2nd ACM Conference on Electronic Commerce , pp. 150-157
    • Dellarocas, C.1
  • 14
    • 84976789577 scopus 로고
    • Personalized information delivery: An analysis of information filtering methods
    • P. Foltz, and S. Dumais Personalized information delivery: An analysis of information filtering methods Communications of the ACM 35 1992 51 60
    • (1992) Communications of the ACM , vol.35 , pp. 51-60
    • Foltz, P.1    Dumais, S.2
  • 17
    • 4944245158 scopus 로고    scopus 로고
    • Incorporating filtering techniques in a fuzzy linguistic multi-agent model for information gathering on the web
    • E. Herrera-Viedma, F. Herrera, L. Martínez, J. Herrera, and A. López Incorporating filtering techniques in a fuzzy linguistic multi-agent model for information gathering on the web Fuzzy Sets and Systems 148 2004 61 83
    • (2004) Fuzzy Sets and Systems , vol.148 , pp. 61-83
    • Herrera-Viedma, E.1    Herrera, F.2    Martínez, L.3    Herrera, J.4    López, A.5
  • 18
    • 84957069814 scopus 로고    scopus 로고
    • Text Categorization with Support Vector Machines: Learning with many Relevant Features
    • Machine Learning: ECML-98
    • Joachims, T. (1998). Text categorization with support vector machines: Learning with many relevant features. Machine learning: ECML-98, (pp. 137-142). (Pubitemid 128067178)
    • (1998) Lecture Notes In Computer Science , Issue.1398 , pp. 137-142
    • Joachims, T.1
  • 20
    • 85164392958 scopus 로고
    • A study of cross-validation and bootstrap for accuracy estimation and model selection
    • Morgan Kaufmann
    • R. Kohavi A study of cross-validation and bootstrap for accuracy estimation and model selection International joint conference on artificial intelligence (IJCAI) 1995 Morgan Kaufmann 1137 1143
    • (1995) International Joint Conference on Artificial Intelligence (IJCAI) , pp. 1137-1143
    • Kohavi, R.1
  • 21
    • 77955644905 scopus 로고    scopus 로고
    • Factor in the neighbors: Scalable and accurate collaborative filtering
    • Y. Koren Factor in the neighbors: Scalable and accurate collaborative filtering ACM Trans. Knowl. Discov. Data 4 2010 1:1 1:24
    • (2010) ACM Trans. Knowl. Discov. Data , vol.4 , pp. 11-124
    • Koren, Y.1
  • 22
    • 84873026696 scopus 로고    scopus 로고
    • The development of building materials recommendation system based on collaborative filtering
    • G.F. Kuang, and C.L. Kuang The development of building materials recommendation system based on collaborative filtering Applied Mechanics and Materials 281 2013 597 602
    • (2013) Applied Mechanics and Materials , vol.281 , pp. 597-602
    • Kuang, G.F.1    Kuang, C.L.2
  • 27
    • 84889850766 scopus 로고    scopus 로고
    • Sentiment analysis in twitter
    • Martínez-Cámara E., Martín-Valdivia M., Ureña López L., Montejo-Ráez A.
    • Martínez-Cámara, E., Martín-Valdivia, M., Ureña López, L., & Montejo-Ráez, A. (2013). Sentiment analysis in twitter. Natural Language Engineering pp.1-28.
    • (2013) Natural Language Engineering , pp. 1-28
  • 28
    • 0036932094 scopus 로고    scopus 로고
    • Content-boosted collaborative filtering for improved recommendations
    • AAAI Press, MIT Press Menlo Park, CA; Cambridge, MA; London 1999
    • P. Melville, R.J. Mooney, and R. Nagarajan Content-boosted collaborative filtering for improved recommendations Proceedings of the National Conference on Artificial Intelligence 2002 AAAI Press, MIT Press Menlo Park, CA; Cambridge, MA; London 187 192 1999
    • (2002) Proceedings of the National Conference on Artificial Intelligence , pp. 187-192
    • Melville, P.1    Mooney, R.J.2    Nagarajan, R.3
  • 29
    • 84877269765 scopus 로고    scopus 로고
    • Wefeelfine as resource for unsupervised polarity classification
    • A. Montejo-Ráez Wefeelfine as resource for unsupervised polarity classification Procesamiento del Lenguaje Natural 2013 50
    • (2013) Procesamiento Del Lenguaje Natural , pp. 50
    • Montejo-Ráez, A.1
  • 30
    • 84860178371 scopus 로고    scopus 로고
    • Predicting imdb movie ratings using social media
    • R. Baeza-Yates, A. Vries, H. Zaragoza, B. Cambazoglu, V. Murdock, R. Lempel, & F. Silvestri (Eds.) Springer Berlin Heidelberg, vol. 7224 of Lecture Notes in Computer Science
    • Oghina, A., Breuss, M., Tsagkias, M., & Rijke, M. (2012). Predicting imdb movie ratings using social media. In R. Baeza-Yates, A. Vries, H. Zaragoza, B. Cambazoglu, V. Murdock, R. Lempel, & F. Silvestri (Eds.), Advances in information retrieval (pp. 503-507). Springer Berlin Heidelberg, vol. 7224 of Lecture Notes in Computer Science.
    • (2012) Advances in Information Retrieval , pp. 503-507
    • Oghina, A.1    Breuss, M.2    Tsagkias, M.3    Rijke, M.4
  • 31
    • 84880378799 scopus 로고    scopus 로고
    • Gender, writing and ranking in review forums: A case study of the imdb
    • J. Otterbacher Gender, writing and ranking in review forums: a case study of the imdb Knowledge and Information Systems 2012 1 20
    • (2012) Knowledge and Information Systems , pp. 1-20
    • Otterbacher, J.1
  • 32
    • 74049126969 scopus 로고    scopus 로고
    • Opinion mining and sentiment analysis
    • B. Pang, and L. Lee Opinion mining and sentiment analysis Now Publishers 2008
    • (2008) Now Publishers
    • Pang, B.1    Lee, L.2
  • 37
    • 34250319958 scopus 로고    scopus 로고
    • Travel recommender systems
    • F. Ricci Travel recommender systems IEEE Intelligent Systems 17 2002 55 57
    • (2002) IEEE Intelligent Systems , vol.17 , pp. 55-57
    • Ricci, F.1
  • 42
    • 0002442796 scopus 로고    scopus 로고
    • Machine learning in automated text categorization
    • F. Sebastiani Machine learning in automated text categorization ACM Comput. Surv. 34 2002 1 47
    • (2002) ACM Comput. Surv. , vol.34 , pp. 1-47
    • Sebastiani, F.1
  • 44
    • 84861739949 scopus 로고    scopus 로고
    • Phrase-level sentiment polarity classification using rule-based typed dependencies and additional complex phrases consideration
    • L. Tan, J. Na, Y. Theng, and K. Chang Phrase-level sentiment polarity classification using rule-based typed dependencies and additional complex phrases consideration Journal of Computer Science and Technology 27 2012 650 666
    • (2012) Journal of Computer Science and Technology , vol.27 , pp. 650-666
    • Tan, L.1    Na, J.2    Theng, Y.3    Chang, K.4
  • 45
    • 0038220049 scopus 로고    scopus 로고
    • Fuzzy logic methods in recommender systems
    • R. Yager Fuzzy logic methods in recommender systems Fuzzy Sets and Systems 136 2003 133 149
    • (2003) Fuzzy Sets and Systems , vol.136 , pp. 133-149
    • Yager, R.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.