A random graph walk based approach to computing semantic relatedness using knowledge from wikipedia

Proceedings of the 7th International Conference on Language Resources and Evaluation, LREC 2010

Volumn , Issue , 2010, Pages 1394-1401

  Zhang, Ziqi ^a   Gentile, Anna Lisa ^b   Xia, Lei ^c   Iria, José ^d   Chapman, Sam ^e  

^a UNIVERSITY OF SHEFFIELD   (United Kingdom)

^b UNIVERSITY OF BARI   (Italy)

^c UNIVERSITY OF YORK   (United Kingdom)

^d IBM RESEARCH ZURICH   (Switzerland)

^e K Now   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

SEMANTICS;

KNOWLEDGE RESOURCE; MULTIPLE FEATURES; RANDOM GRAPHS; RANDOM WALK MODELING; SEMANTIC RELATEDNESS; WIKIPEDIA; WORDNET;

NATURAL LANGUAGE PROCESSING SYSTEMS;

EID: 84958266242     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (30)

1. Banerjee, S., Pedersen, T. (2003). Extended gloss overlap as a measure of semantic relatedness. In Proceedings of IJCAI-03, pp. 805-810
2. Benjamin, C., Woon, W., Wong, K. (2008). Customized Term Weighting Scheme for Document Classification. In Proceedings of the International Conference on Computer and Communication Engineering
3. Budanitsky, A., Hirst, G. (2006). Evaluating WordNet-based measures of lexical semantic relatedness. In Computational Linguistics, 32(1), pp. 13-47
4. Bollegala, D., Matsuo, Y., Ishizuka, M. (2007). An integrated approach to measuring semantic similarity between words using information available on the web. In Proceedings of NAACL HLT 2007, pp. 340-347
5. Cucerzan, S. (2007). Large-Scale Named Entity Disambiguation Based on Wikipedia Data. In EMNLP'07
6. Fellbaum, C. (1998). WordNet an electronic database. Cambridge, MA: MIT press.
7. Finkelstein, L., Gabrilovich, E., Matias, Y., Rivlin, E., Solan, Z., Wolfman, G., and Ruppin, E. (2002). Placing search in context: the concept revisited. In ACM Transactions on Information Systems, 20 (1), pp. 116-131
8. Gabrilovich, E., Markovitch, S. (2007). Computing semantic relatedness using Wikipedia-based explicit semantic analysis. In Proceedings of IJCAI'07, pp. 1606-1611
9. Gentile, A., Zhang, Z., Xia, L., Iria, J. (2009). Graph-based semantic relatedness for named entity disambiguation. In S3T
10. Guo, H., Jiang, J., Hu, G., Zhang, T. (2005). Chinese named entity recognition based on multilevel linguistic features. In Lecture notes in computer science, pp. 90-99
11. Hughes, T., Ramage, D. (2007). Lexical semantic relatedness with random graph walks. In Proceedings of EMNLP-CONLL'07
12. Jiang, J., Conrath, D. (1997). Semantic similarity based on corpus statistics and lexical taxonomy. In Proceedings of the International conference on research in Computational Linguistics, pp. 19-33
13. Jin, R., Chai, J., Si, L. (2005). Learn to weight terms in information retrieval using category information. In Proceedings of the 22nd international conference on Machine learning, pp. 353-360
14. Iria, J., Xia, L., Zhang, Z. (2007). WIT: Web People Search Disambiguation using RandomWalks. In Proceedings of the 4th International Workshop on Semantic Evaluations (SemEval-2007), pp. 480-483
15. Kazama, J., Torisawa, K. (2007). Exploiting Wikipedia as external knowledge for named entity recognition. In Proceedings of EMNLP-07.
16. Leacock, C., Chodorow, M. (1998). Combining local context and WordNet similarity for word sense identification. In C. Fellbaum (Ed.), WordNet. An Electronic Lexical Database, Chp. 11, pp. 265-283.
17. th COLING, pp. 768-774
18. Lovász, L. (1993). RandomWalks on Graphs: A Survey. In Combinatorics, Paul Erdos is Eighty, 2, pp. 1-46.
19. Miller, G., Charles, W. (1991). Contextual correlates of semantic similarity. In Language and Cognitive Processes, 6(1): 1-28
20. Müller, C., Gurevych, I. (2009). Using Wikipedia and Wiktionary in Domain-Specific Information Retrieval, in Evaluating Systems for Multilingual and Multimodal Information Access.
21. Nie, Z., Zhang, Y., Wen, J., Ma, W. (2005). Object-level ranking: bringing order to web objects. In Proceedings of WWW'05
22. Patwardhan, S., Banerjee, S., and Pedersen, T. (2003). Using measures of semantic relatedness for Word Sense Disambiguation. In: Proceedings of International Conference on Intelligent Text Processing and Computational Linguistics (CICLING-03) pp. 241-257.
23. Resnik, P. (1995). Using information content to evaluate semantic similarity in a taxonomy. In Proceedings of IJCAI-95, pp. 448-453
24. Rubenstein, H., Goodenough, J. (1965). Contextual correlates of synonymy. In Communications of the ACM, 8(10):627-633
25. Strube, M., Ponzetto, S. (2006). WikiRelate! Computing semantic relatedness using Wikipedia. In AAAI'06
26. Turdakov, D., Velikhov, P. (2008) Semantic Relatedness Metric for Wikipedia Concepts Based on Link Analysis and its Application to Word Sense Disambiguation. SYRCoDIS
27. Weale, T., Brew, C., and Fosler-Lussier, E. (2009). Using the Wiktionary Graph Structure for Synonym Detection, Proceedings of the Workshop on the People's Web Meets NLP, ACL-IJCNLP
28. Wu, Z., Palmer, M. (1994). Verb semantics and lexical selection. In Proceedings of ACL94. pp. 133-138
29. Zesch, T., Müller, C., Gurevych, I. (2008a). Using Wiktionary for computing semantic relatedness. In Proceedings of AAAI'08
30. Zesch, T., Müller, C., Gurevych, I. (2008b). Extracting Lexical Semantic Knowledge from Wikipedia and Wiktionary. In Proceedings of LREC'08, 2008