Wikipedia in action: Ontological knowledge in text categorization

Proceedings - IEEE International Conference on Semantic Computing 2008, ICSC 2008

Volumn , Issue , 2008, Pages 268-275

  Janik, Maciej ^a   Kochut, Krys J ^a  

^a University of Georgia ^*

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATIC TEXT CATEGORIZATION; DOMAIN CONCEPTS; INTERNATIONAL CONFERENCES; NEWS ARTICLES; ONTOLOGICAL KNOWLEDGE; PROBABILISTIC METHODS; RDF ONTOLOGY; REUTERS; TEXT CATEGORIZATION; TEXT DOCUMENTS; TRAINING SETS; WIKIPEDIA;

CLASSIFICATION (OF INFORMATION); COMPUTATIONAL GEOMETRY; EXPERIMENTS; GRAPH THEORY; INFORMATION RETRIEVAL SYSTEMS; INFORMATION THEORY; SEMANTICS; STATISTICAL METHODS; TEXT PROCESSING; VIDEO STREAMING;

ONTOLOGY;

EID: 52149090731     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSC.2008.53     Document Type: Conference Paper

References (31)

1. WordNet: An Electronic Lexical Database. The MIT Press (1998)
2. Auer, S., Lehmann, J.: What have Innsbruck and Leipzig in common? Extracting Semantics from Wiki Content.: European Semantic Web Conference (ESWC'07). Springer, Innsbruck, Austria (2007) 503-517
3. Bada, M., et al.: A Short Study on the Success of the Gene Ontology. Journal of Web Semantics 1 (2004)
4. Bloehdorn, S., Hotho, A.: Text Classification by Boosting Weak Learners based on Terms and Concepts. 4th IEEE Int. Conference on Data Mining (ICDM'04) (2004)
5. Eccher, C., et al.: Ontologies supporting continuity of care: The case of heart failure. Computers in Biology and Medicine (2006) Jul-Aug; 36 (2006) 789-801
6. Gabrilovich, E., Markovitch, S.: Overcoming the Brittleness Bottleneck using Wikipedia: Enhancing Text Categorization with Encyclopedic Knowledge. 21th National Conference on Artificial Intelligence, Boston, MA, USA (2006)
7. Hammond, B., Sheth, A.P., Kochut, K.J.: Semantic Enhancement Engine: A Modular Document Enhancement Platform for Semantic Applications over Heterogeneous Content. Real World Semantic Web Applications, IOS Press, 2002 (2002)
8. Hayes, P.: RDF Semantics. In: McBride, B. (ed.): http://www.w3.org/TR/ rdf-mt/ (10 Feb. 2004)
9. Hotho, A., Staab, S., Stumme, G.: WordNet improves Text Document Clustering. SIGIR Semantic Web Workshop, Toronto, Canada (2003)
10. Huang, Y.: Support Vector Machines for Text Categorization based on Latent Semantic Indexing. Technical report, Electrical and Computer Engineering Department, The Johns Hopkins University (2003)
11. Janik, M., Kochut, K.J.: BRAHMS: A WorkBench RDF Store And High Performance Memory System for Semantic Association Discovery. Fourth International Semantic Web Conference (ISWC 2005), Galway, Ireland (2005)
12. Kleinberg, J.M.: Authoritative Sources in a Hyperlinked Environment. ACM-SIAM Symposium on Discrete Algorithms (1998)
13. Landauer, T.K., Foltz, P.W., Laham, D.: (1998). Introduction to Latent Semantic Analysis. Discourse Processes (1998) 259-284
14. Lewis, D.D., Yang, Y., Rose, T., Li, F.: RCV1: A New Benchmark Collection for Text Categorization Research. Journal of Machine Learning Research 5 (2004) 361-369
15. McCallum, A.K.: Bow: A toolkit for statistical language modeling, text retrieval, classification and clustering.: http://wyAv.cs.cmu.edu/~mccallum/bow (1996)
16. Nagarajan, M., et al.: Altering Document Term Vectors for Classification - Ontologies as Expectations of Cooccurrence. LSDIS Technical Report (November, 2006)
17. Ossenbruggen, J.v., et al.: Searching and Annotating Virtual Heritage Collections with Semantic-Web Techniques. Museums and the Web 2007, San Francisco, California (2007)
18. Ponzetto, S.P., Strube, M.: Deriving a Large Scale Taxonomy from Wikipedia. Twenty-Second Conference on Artificial Intelligence (AAAI'07), Vancouver, Canada (2007)
19. Ponzetto, S.P., Strube, M.: Exploiting semantic role labeling, WordNet and Wikipedia for coreference resolution. Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics, New York, New York, USA (2006)
20. Rosso, P., Ferretti, E., Jiménez, D., Vidal, V.: Text Categorization and Information Retrieval Using WordNet Senses. 2nd Global WordNet Int. Conf, GWN-2004, Brno, Czech Republic (2004)
21. Sabidussi, G.: The centrality index of a graph. Psychometrika 31 (1966) 581-603
22. Schonhofen, P.: Identifying document topics using the Wikipedia category network.: ACM International Conference on Web Intelligence (WI 2006), Hong Kong (2006)
23. Sheth, A.P., et al.: Semantic Content Management for Enterprises and the Web. IEEE Internet Computing July/August 2002 (2002)
24. Strube, M., Ponzetto, S.P.: Wikirelate! Computing Semantic Relatedness Using Wikipedia.: Twenty-First Conference on Artificial Intelligence (AAAI'06), Boston, Massachusetts (2006)
25. Tazzoli, R., Castagana, P., Campanini, S.E.: Towards a semantic WikiWikiWeb. Poster Session, 3rd International Semantic Web Conference (ISWC 2004), Hiroshima, Japan (2004)
26. Tsuruoka, Y., Tsujii, J.i.: Chunk Parser Revisited. 9th International Workshop on Parsing Technologies (IWPT 2005)(2005)
27. Voss, J.: Collaborative thesaurus tagging the Wikipedia way. ArXiv Computer Science e-prints bcs/0604036 (2006)
28. Witten, I.H., Frank, E.: Data Mining: Practical machine learning tools and techniques (2nd ed.). Morgan Kaufmann, San Francisco (2005)
29. Wu, S.-H., Hsu, W.-L.: SOAT: a semi-automatic domain ontology acquisition tool from Chinese corpus. 19th international conference on Computational Linguistics, Taipei, Taiwan (2002)
30. Wu, S.-H., Tsai, T.-H., Hsu, W.-L.: Text categorization using automatically acquired domain ontology. 6th international workshop on Information retrieval with Asian languages - Volume 11, Sapporo, Japan (2003)
31. Zaragoza, H., et al.: Ranking very many typed entities on Wikipedia. 16th ACM Conference on Information and Knowledge Management (CIKM 2007), Lisbon, Portugal (2007)