Identifying Concepts on Specific Domain by a Unsupervised Graph-Based Approach

作者: Franco Rojas-Lopez , Ivan Lopez-Arevalo , Victor Sosa-Sosa

DOI: 10.1007/978-3-642-28765-7_57

关键词:

摘要: This paper presents an unsupervised approach to Word Sense Disambiguation on a specific domain automatically assign the right sense given ambiguous word. The proposed relies integration of two source information: context and semantic similarity information. experiments were carried English test data SemEval 2010 evaluated with variety measures that analyze connectivity graph structure. obtained result using precision recall compared results is currently under another measures, preliminary look promising.

参考文章(16)
Eneko Agirre, Oier Lopez de Lacalle, Clustering WordNet word senses recent advances in natural language processing. pp. 121- 130 ,(2003)
Adam Kilgarriff, Jan Pomikálek, Siva Reddy, Avinesh Pvs, A Corpus Factory for Many Languages language resources and evaluation. ,(2010)
Ted Pedersen, Amruta Purandare, Anagha Kulkarni, Name Discrimination by Clustering Similar Contexts Computational Linguistics and Intelligent Text Processing. ,vol. 3406, pp. 226- 237 ,(2005) , 10.1007/978-3-540-30586-6_24
Roberto Navigli, Mirella Lapata, Graph connectivity measures for unsupervised word sense disambiguation international joint conference on artificial intelligence. pp. 1683- 1688 ,(2007)
Patrick Hanks, Kenneth Ward Church, Word association norms, mutual information, and lexicography Computational Linguistics. ,vol. 16, pp. 22- 29 ,(1990) , 10.5555/89086.89095
Monica Monachini, Maurizio Tesconi, Eneko Agirre, Shu-Kai Hsieh, Piek Vossen, Christiane Fellbaum, Roxanne Segers, Oier López de Lacalle, SemEval-2010 Task 17: All-Words Word Sense Disambiguation on a Specific Domain meeting of the association for computational linguistics. pp. 75- 80 ,(2010)
Eneko Agirre, Aitor Soroa, Personalizing PageRank for Word Sense Disambiguation meeting of the association for computational linguistics. pp. 33- 41 ,(2009) , 10.3115/1609067.1609070
Roberto Navigli, Using Cycles and Quasi-Cycles to Disambiguate Dictionary Glosses meeting of the association for computational linguistics. pp. 594- 602 ,(2009) , 10.3115/1609067.1609133
Mark S. Granovetter, The Strength of Weak Ties American Journal of Sociology. ,vol. 78, pp. 1360- 1380 ,(1973) , 10.1086/225469
Pavel Rychlý, Adam Kilgarriff, An efficient algorithm for building a distributional thesaurus (and other Sketch Engine developments) meeting of the association for computational linguistics. pp. 41- 44 ,(2007) , 10.3115/1557769.1557783