Extracting multilayered Communities of Interest from semantic user profiles: Application to group modeling and hybrid recommendations

Computers in Human Behavior

Volumn 27, Issue 4, 2011, Pages 1321-1336

  Cantador, Iván ^a   Castells, Pablo ^a  

^a UNIVERSIDAD AUTÓNOMA DE MADRID   (Spain)

Author keywords

Communities of Interest; Communities of Practice; Content based collaborative filtering; Group modeling; Ontology; User profile

Indexed keywords

COMMUNITIES OF INTEREST; COMMUNITIES OF PRACTICE; CONTENT-BASED; GROUP MODELING; USER PROFILE;

KNOWLEDGE ACQUISITION; NETWORK LAYERS; ONTOLOGY;

SEMANTICS;

EID: 79955781405     PISSN: 07475632     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.chb.2010.07.027     Document Type: Article

References (41)

1. 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 Knowledge and Data Engineering 17 6 2005 734 749 (Pubitemid 40860454)
2. Alani, H., O'Hara, K., & Shadbolt, N. (2002). ONTOCOPI: Methods and tools for identifying communities of practice. In Proceedings of the 17th IFIP world computer congress (pp. 225-236). Montreal, Canada.
3. A.A. Angehrn, K. Maxwell, A. Marco Luccini, and F. Rajola Designing effective collaboration, learning and innovation systems for education professionals International Journal of Knowledge and Learning 5 3/4 2009 193 206
4. L. Ardissono, A. Goy, G. Petrone, M. Segnan, and P. Torasso INTRIGUE: Personalised recommendation of tourist attractions for desktop and handset devices Applied Artificial Intelligence 17 8-9 2003 687 714
5. R. Baeza-Yates, and B. Ribeiro-Neto Modern information retrieval 1999 Addison-Wesley
6. N.K. Bardis, A. Drigas, N. Doukas, and N.V. Karadimas Optimised information system reliability techniques for knowledge society acceptance International Journal of Knowledge and Learning 5 3/4 2009 207 221
7. P. Castells, M. Fernández, and D. Vallet An adaptation of the vector-space model for ontology-based information retrieval IEEE Transactions on Knowledge and Data Engineering 19 2 2007 261 272 (Pubitemid 46104028)
8. Castells, P., Fernández, M., Vallet, D., Mylonas, P., & Avrithis, Y. (2005). Self-tuning personalised information retrieval in an ontology-based framework. In Proceedings of the first IFIP WG 2.12 & WG 12.4 international workshop on web semantics (pp. 977-986). Agia Napa, Cyprus. (Pubitemid 43735273)
9. P.R. Cohen, and R. Kjeldsen Information retrieval by constrained spreading activation in semantic networks Information Processing and Management 23 4 1987 255 268
10. M. Corso, A. Martini, L. Pellegrini, M. Corso, and A. Martini Innovation at the intersection between exploration, exploitation and discontinuity International Journal of Intellectual Capital 6 4 2009 324 340
11. F. Crestani, and P.L. Lee Searching the web by constrained spreading activation Information Processing and Management 36 4 2000 585 605 (Pubitemid 30594065)
12. S. Deerwester, S.T. Dumais, G.W. Furnas, T.K. Landauer, and R. Harshman Indexing by latent semantic analysis Journal of the Society for Information Science 41 6 1990 391 407
13. Duda, R. O., Hart, P., & Stork, D. G. (2001). Pattern classification. John Wiley.
14. G. Fang, and Y. Pigneur The configuration and performance of international innovation networks: Some evidence from the Chinese software industry International Journal of Intellectual Capital 7 2 2010 145 166
15. George, T., & Merugu, S. (2005). A scalable collaborative filtering framework based on co-clustering. In Proceedings of the fifth IEEE conference on data mining (pp. 625-628). Houston, TX, USA. (Pubitemid 47385756)
16. Golbeck, J., & Hendler, J. (2006). FilmTrust: Movie recommendations using trust in web-based social networks. In Proceedings of the third IEEE consumer communications and networking conference (pp. 282-286). Las Vegas, NV, USA. (Pubitemid 44460395)
17. Golbeck, J., & Mannes, A. (2006). Using trust and provenance for content filtering on the semantic web. In Proceedings of the workshop on models of trust on the web, at the 15th World Wide Web conference. Edinburgh, UK.
18. Kruk, S. R., & Decker, S. (2005). Semantic social collaborative filtering with FOAFRealm. In Proceedings of the first semantic desktop workshop, at the fourth international semantic web conference. Galway, Ireland.
19. Landauer, T. K., Foltz, P. W., & Laham, D. (1998). Introduction to latent semantic analysis. Discourse Processes, 25.
20. G. Linden, B. Smith, and J. York Amazon.com recommendations: Item-to-item collaborative filtering IEEE Internet Computing 7 1 2003 76 80
21. H. Liu, P. Maes, and G. Davenport Unravelling the taste fabric of social networks International Journal on Semantic Web and Information Systems 2 1 2006 42 71
22. Lytras, M. D., Damiani, E., & Ordóñez de Pablos, P. (2008). Web 2.0: The business model. Springer.
23. M.D. Lytras, and P. Ordóñez de Pablos Social web evolution. Integrating semantic applications and Web 2.0 technologies 2009 IGI-Global
24. M.D. Lytras, and R. Garcia Semantic web applications: A framework for industry and business exploitation - What is needed for the adoption of the semantic web from the market and industry International Journal of Knowledge and Learning 4 1 2008 93 108
25. Lytras, M., & Ordóñez de Pablos, P. (2007). Red Gate Corner: A Web 2.0 prototype for knowledge and learning concerning China business and culture. International Journal of Knowledge and Learning, 3(4&5), 542-548.
26. Lytras, M., Rafaeli, S., Downes, S., Naeve, A., & Ordóñez de Pablos, P. (2007). Learning and interacting in the web: Social networks and social software in the Web 2.0 Guest Editorial. International Journal of Knowledge and Learning, 3(4&5), 367-371.
27. M.D. Lytras, E. Sakkopoulos, and P. Ordóñez de Pablos Semantic web and knowledge management for the health domain: State of the art and challenges for the seventh framework programme (FP7) of the European Union (2007-2013) International Journal of Technology Management 47 1/2/3 2009 239 249
28. J. Masthoff Group modeling: Selecting a sequence of television items to suit a group of viewers User Modeling and User-Adapted Interaction 14 1 2004 37 85
29. McCarthy, J. F., & Anagnost, T. D. (1998). MusicFX: An arbiter of group preferences for computer supported collaborative workouts. In Proceedings of the 1998 ACM conference on computer supported cooperative work (pp. 363-372). Seattle, WA, USA.
30. S.E. Middleton, D.D. Roure, and N.R. Shadbolt Ontology-based recommender systems. Handbook on ontologies (pp. 477-498) 2004 Springer-Verlag
31. Mika, P. (2005a). Ontologies are us: A unified model of social networks and semantics. In Proceedings of the fourth international Semantic Web conference (pp. 522-536). Galway, Ireland.
32. P. Mika Flink: Semantic web technology for the extraction and analysis of social networks Journal of Web Semantics 3 2-3 2005 211 223 (Pubitemid 41336743)
33. P. Mika Social networks and the semantic web: The next challenge IEEE Intelligent Systems 20 1 2005 80 93
34. O'Connor, M., Cosley, D., Konstan, J. A., & Riedl, J. (2001). PolyLens: A recommender system for groups of users. In Proceedings of the seventh European conference on computer supported cooperative work (pp. 199-218). Bonn, Germany.
35. P.K. Pattanaik Voting and collective choice 1971 Cambridge University Press
36. Sarwar, B. M., Karypis, G., Konstan, J., & Riedl, J. (2001). Item-based collaborative filtering recommendation algorithms. In Proceedings of the 10th international World Wide Web conference (pp. 285-295). Hong Kong, China.
37. A. Taylor Mathematics and politics: Strategy, voting, power and proof 1995 Springer-Verlag
38. M. Vargas-Vera, and M.D. Lytras Exploiting semantic web and ontologies for personalised learning services: Towards semantic web-enabled learning portals for real learning experiences International Journal of Knowledge and Learning 4 1 2008 1 17
39. S. Wasserman, and K. Faust Social network analysis: Methods and applications 1994 Cambridge University Press
40. E. Wenger Communities of practice: Learning, meaning and identity 1998 Cambridge University Press
41. E. Wenger Communities of practice: The key to knowledge strategy. Knowledge and communities 2000 Butterworth-Heinemann