Ontology emergence from folksonomies

International Conference on Information and Knowledge Management, Proceedings

Volumn , Issue , 2010, Pages 1109-1118

  Liu, Kaipeng ^a   Fang, Binxing ^a,b   Zhang, Weizhe ^a  

^a HARBIN INSTITUTE OF TECHNOLOGY   (China)

^b INSTITUTE OF COMPUTING TECHNOLOGY   (China)

Author keywords

Folksonomy; Ontology induction; Subsumption

Indexed keywords

AGGLOMERATIVE HIERARCHICAL CLUSTERING; BOOTSTRAPPING SEMANTICS; CONCEPT HIERARCHIES; DATA SETS; DATA SOURCE; FOLKSONOMIES; HIERARCHY MODELS; QUANTITATIVE EVALUATION; RANDOM WALK; RANKING PROCEDURES; SUBSUMPTION; THEORETICAL APPROACH;

CLASSIFICATION (OF INFORMATION); CLUSTERING ALGORITHMS; KNOWLEDGE MANAGEMENT; MULTI AGENT SYSTEMS; SEMANTIC WEB; SEMANTICS;

ONTOLOGY;

EID: 78651269395     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1871437.1871578     Document Type: Conference Paper

References (31)

1. V. Batagelj and M. Zaversnik. Generalized cores. arXiv: cs.DS/0202039, 2002.
2. G. Begelman, P. Keller, and F. Smadja. Automated tag clustering: Improving search and exploration in the tag space. In Proceedings of the Collaborative Web Tagging Workshop at WWW'06, 2006.
3. J. Brank, M. Grobelnik, and D. Mladenic. A survey of ontology evaluation techniques. In Proceedings of the Conference on Data Mining and Data Warehouses, SiKDD'05, pages 166-169, 2005.
4. C. Brewster, H. Alani, S. Dasmahapatra, and Y. Wilks. Data driven ontology evaluation. In Proceedings of the fourth International Conference on Language Resources and Evaluation, LREC'04, pages 164-168, 2004.
5. C. H. Brooks and N. Montanez. Improved annotation of the blogosphere via autotagging and hierarchical clustering. In Proceedings of the 15th International Conference on World Wide Web, WWW'06, pages 625-632, 2006.
6. P. Cimiano. Ontology Learning and Population from Text: Algorithms, Evaluation and Applications, chapter 6, pages 94-95. Springer, 2006.
7. K. Dellschaft and S. Staab. Strategies for the evaluation of ontology learning. In Proceeding of the 2008 conference on Ontology Learning and Population: Bridging the Gap between Text and Knowledge, pages 253-272, 2008.
8. B. Ganter and R. Wille. Formal Concept Analysis: Mathematical Foundations. Springer, 1998.
9. S. A. Golder and B. A. Huberman. Usage patterns of collaborative tagging systems. Journal of Information Science, 32(2):198-208, 2006.
10. J. A. Goldsmith, D. Higgins, and S. Soglasnova. Automatic language-specific stemming in information retrieval. In Revised Papers from the Workshop of Cross-Language Evaluation Forum on Cross-Language Information Retrieval and Evaluation, CLEF'00, pages 273-284, 2001.
11. T. R. Gruber. Toward principles for the design of ontologies used for knowledge sharing. International Journal Human-Computer Studies, 43(5-6):907-928, 1995.
12. H. Halpin, V. Robu, and H. Shepherd. The complex dynamics of collaborative tagging. In Proceedings of the 16th international conference on World Wide Web, WWW'07, pages 211-220, 2007.
13. P. Heymann and H. Garcia-Molina. Collaborative creation of communal hierarchical taxonomies in social tagging systems. Technical Report 2006-10, Stanford University, 2006.
14. R. Jäschke, L. Marinho, A. Hotho, L. Schmidt-Thieme, and G. Stumme. Tag recommendations in social bookmarking systems. AI Communications, 21(4):231-247, 2008.
15. Y. Jing and S. Baluja. Visualrank: Applying pagerank to large-scale image search. IEEE Transactions on Pattern Analysis and Machine Intelligence, 30(11):1877-1890, 2008.
16. X. Li, L. Guo, and Y. Zhao. Tag-based social interest discovery. In Proceedings of the 17th international conference on World Wide Web, WWW'08, pages 675-684, 2008.
17. J. Liu, W. Lai, X. S. Hua, Y. Huang, and S. Li. Video search re-ranking via multi-graph propagation. In Proceedings of the 15th international conference on Multimedia, Multimedia'07, pages 208-217, 2007.
18. P. Majumder, M. Mitra, S. K. Parui, G. Kole, P. Mitra, and K. Datta. Yass: Yet another suffix stripper. ACM Trans. Inf. Syst., 25(4):18, 2007.
19. B. Markines, C. Cattuto, F. Menczer, D. Benz, A. Hotho, and G. Stumme. Evaluating similarity measures for emergent semantics of social tagging. In Proceedings of the 18th International Conference on World Wide Web, WWW'09, pages 641-650, 2009.
20. R. Mihalcea. Using wikipedia for automatic word sense disambiguation. In Proceedings of the North American Chapter of the Association for Computational Linguistics, NAACL-HLT'07, pages 196-203, 2007.
21. 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.
22. R. Navigli. Word sense disambiguation: A survey. ACM Comput. Surv., 41(2):1-69, 2009.
23. L. Page, S. Brin, R. Motwani, and T. Winograd. The pagerank citation ranking: Bringing order to the web. Technical Report 1999-66, Stanford University, 1999.
24. A. Plangprasopchok and K. Lerman. Constructing folksonomies from user-specified relations on flickr. In Proceedings of the 18th International Conference on World Wide Web, WWW'09, pages 781-790, 2009.
25. M. F. Porter. An algorithm for suffix stripping. Program, 14(3):130-137, 1980.
26. M. Sanderson and B. Croft. Deriving concept hierarchies from text. In Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, SIGIR'99, pages 206-213, 1999.
27. C. Schmitz, A. Hotho, R. Jäschke, and G. Stumme. Mining association rules in folksonomies. In Proceedings of the 10th Conference of the International Federation of Classification Societies, IFCS'06, pages 261-270, 2006.
28. P. Schmitz. Inducing ontology from flickr tags. In Proceedings of the Collaborative Web Tagging Workshop at WWW'06, 2006.
29. S. Staab, S. Santini, F. Nack, L. Steels, and A. Maedche. Emergent semantics. IEEE Intelligent Systems, 17(1):78-86, 2002.
30. W. Xi, B. Zhang, Z. Chen, Y. Lu, S. Yan, W.-Y. Ma, and E. A. Fox. Link fusion: a unified link analysis framework for multi-type interrelated data objects. In Proceedings of the 13th international conference on World Wide Web, WWW'04, pages 319-327, 2004.
31. D. Yarowsky. Unsupervised word sense disambiguation rivaling supervised methods. In Proceedings of the 33rd Annual Meeting of the Association for Computational Linguistics, ACL'95, pages 189-196, 1995.