The impact of ambiguity and redundancy on tag recommendation in folksonomies

RecSys'09 - Proceedings of the 3rd ACM Conference on Recommender Systems

Volumn , Issue , 2009, Pages 45-52

  Gemmell, Jonathan ^a   Ramezani, Maryam ^a   Schimoler, Thomas ^a   Christiansen, Laura ^a   Mobasher, Bamshad ^a  

^a DEPAUL UNIVERSITY   (United States)

Author keywords

Ambiguity; Folksonomies; Recommender system; Redundancy

Indexed keywords

CLUSTER BASED APPROACH; COLLABORATIVE FILTERING; COLLABORATIVE TAGGING; FOLKSONOMIES; INTERNET USERS; LINK ANALYSIS; ONLINE RESOURCES; REAL-WORLD DATASETS; RECOMMENDER SYSTEMS;

REDUNDANCY; SEMANTIC WEB;

QUALITY ASSURANCE;

EID: 72249112534     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1639714.1639724     Document Type: Conference Paper

References (25)

1. A. Almeida, B. Sotomayor, J. Abaitua, and D. López-de Ipiña. folk2onto: Bridging the gap between social tags and ontologies.
2. V. Batagelj and M. Zaveršnik. Generalized cores. Arxiv preprint cs/0202039, 2002.
3. S. Brin and L. Page. The anatomy of a large-scale hypertextualWeb search engine. Computer networks and ISDN systems, 30(1-7):107-117, 1998.
4. M. Brun, C. Sima, J. Hua, J. Lowey, B. Carroll, E. Suh, and E. Dougherty.Model-based evaluation of clustering validation measures. Pattern Recognition, 40(3):807-824, 2007.
5. E. Durkheim, F. Alcan, and M. Morente. De la division du travail social. Presses universitaires de France Paris, 1960.
6. J. Gemmell, A. Shepitsen, B. Mobasher, and R. Burke. Personalization in Folksonomies Based on Tag Clustering. Intelligent Techniques for Web Personalization & Recommender Systems, 2008.
7. J. Gemmell, A. Shepitsen, B. Mobasher, and R. Burke. Personalizing navigation in folksonomies using hierarchical tag clustering. In Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery. Springer, 2008.
8. S. Golder and B. Huberman. The Structure of Collaborative Tagging Systems. Arxiv preprint cs.DL/0508082, 2005.
9. A. Hotho, R. Jaschke, C. Schmitz, and G. Stumme. BibSonomy: A Social Bookmark and Publication Sharing System. Proceedings of the Conceptual Structures Tool Interoperability Workshop at the 14th International Conference on Conceptual Structures,Aalborg, Denmark, July, 2006.
10. A. Hotho, R. Jaschke, C. Schmitz, and G. Stumme. Information retrieval in folksonomies: Search and ranking. Lecture Notes in Computer Science, 4011:411, 2006.
11. R. Jaschke, L. Marinho, A. Hotho, L. Schmidt-Thieme, and G. Stumme. Tag recommendations in folksonomies. Lecture Notes In Computer Science, 4702:506, 2007.
12. S. T. Jeff Z. Pan and E. Thomas. Reducing ambiguity in tagging systems with folksonomy search expansion. In 6th European Semantic Web Conference 2009, 2009.
13. M. E. I. Kipp and G. D. Campbell. Patterns and inconsistencies in collaborative tagging systems : An examination of tagging practices. Proceedings of the American Society for Information Science and Technology, November 2006.
14. S.-S. Lee and H.-S. Yong. Component based approach to handle synonym and polysemy in folksonomy. In CIT '07: Proceedings of the 7th IEEE International Conference on Computer and Information Technology, pages 200-205, Washington, DC, USA, 2007. IEEE Computer Society.
15. M. Lipczak. Tag Recommendation for Folksonomies Oriented towards Individual Users. ECML PKDD Discovery Challenge, page 84, 2008.
16. S. Lloyd. Least squares quantization in PCM. IEEE Transactions on Information Theory, 28(2):129-137, 1982.
17. L. Marinho and L. Schmidt-Thieme. Collaborative Tag Recommendations. In Proceedings of 31st Annual Conference of the Gesellschaft fr Klassifikation (GfKl), Freiburg. Springer. Springer, 2007.
18. A. Mathes. Folksonomies-Cooperative Classification and Communication Through Shared Metadata. Computer Mediated Communication, LIS590CMC (Doctoral Seminar), Graduate School of Library and Information Science, University of Illinois Urbana-Champaign,December, 2004.
19. P. Mika. Ontologies are us: A unified model of social networks and semantics.Web Semantics: Science, Services and Agents on the World Wide Web, 5(1):5-15, 2007.
20. C. Van Rijsbergen. Information Retrieval. Butterworth-Heinemann Newton, MA, USA, 1979.
21. T. VanderWal. Folksonomy definition and wikipedia. November 2005.
22. J. Vig, S. Sen, and J. Riedl. Tagsplanations: explaining recommendations using tags. In IUI '09: Proceedings of the 13th international conference on Intelligent user interfaces, pages 47-56, New York, NY, USA, 2009. ACM.
23. X.Wu, L. Zhang, and Y. Yu. Exploring social annotations for the semantic web. In WWW '06: Proceedings of the 15th international conference on World Wide Web, pages 417-426,New York, NY, USA, 2006. ACM.
24. C. Yeung, N. Gibbins, and N. Shadbolt. Tag meaning disambiguation through analysis of tripartite structure of folksonomies. In Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology-Workshops, pages 3-6. IEEE Computer SocietyWashington, DC, USA, 2007.
25. L. Zhang, X.Wu, and Y. Yu. Emergent semantics from folksonomies: A quantitative study. Journal on Data Semantics, pages 168-186, 2006.