Multilayered Semantic Social Network Modeling by Ontology-Based User Profiles Clustering: Application to Collaborative Filtering

作者: Iván Cantador , Pablo Castells

DOI: 10.1007/11891451_30

关键词: Web communityOntologyUser profileOntology (information science)Computer scienceData miningCollaborative filteringSimilitudeSemantic networkSemantic computingSemantic similarityKnowledge engineeringSocial networkSemantic WebKnowledge extractionSemantic social network

摘要: We propose a multilayered semantic social network model that offers different views of common interests underlying community people. The applicability the proposed to collaborative filtering system is empirically studied. Starting from number ontology-based user profiles and taking into account their preferences, we automatically cluster domain concept space. With obtained clusters, similarities among individuals are identified at multiple preference layers, emergent, layered networks defined, suitable be used in environments content recommenders.

参考文章(18)
Mark O’connor, Dan Cosley, Joseph A Konstan, John Riedl, None, PolyLens: A Recommender System for Groups of Users ECSCW 2001. pp. 199- 218 ,(2001) , 10.1007/0-306-48019-0_11
Dean P. Foster, Lyle H. Ungar, Clustering Methods for Collaborative Filtering national conference on artificial intelligence. ,(1998)
Peter Mika, Ontologies Are Us: A Unified Model of Social Networks and Semantics The Semantic Web – ISWC 2005. pp. 522- 536 ,(2005) , 10.1007/11574620_38
Joseph F. McCarthy, Theodore D. Anagnost, MusicFX: an arbiter of group preferences for computer supported collaborative workouts conference on computer supported cooperative work. pp. 363- 372 ,(1998) , 10.1145/289444.289511
Badrul Sarwar, George Karypis, Joseph Konstan, John Reidl, Item-based collaborative filtering recommendation algorithms Proceedings of the tenth international conference on World Wide Web - WWW '01. pp. 285- 295 ,(2001) , 10.1145/371920.372071
Marko Balabanović, Yoav Shoham, Fab Communications of the ACM. ,vol. 40, pp. 66- 72 ,(1997) , 10.1145/245108.245124
Giovanna Petrone, Marino Segnan, Pietro Torasso, Liliana Ardissono, Anna Goy, Intrigue: Personalized recommendation of tourist attractions for desktop and hand held devices Applied Artificial Intelligence. ,vol. 17, pp. 687- 714 ,(2003) , 10.1080/713827254
Paul R. Cohen, Rick Kjeldsen, Information retrieval by constrained spreading activation in semantic networks Information Processing and Management. ,vol. 23, pp. 255- 268 ,(1987) , 10.1016/0306-4573(87)90017-3
Hugo Liu, Pattie Maes, Glorianna Davenport, Unraveling the Taste Fabric of Social Networks International Journal on Semantic Web and Information Systems. ,vol. 2, pp. 42- 71 ,(2006) , 10.4018/JSWIS.2006010102