DocumentCode :
2794
Title :
Context Expansion for Domain-Specific Word Sense Disambiguation
Author :
Rojas Lopez, Franco ; Lopez Arevalo, Ivan ; Pinto, David ; Sosa Sosa, Victor J.
Author_Institution :
Univ. Politec. Metropolitana de Puebla, Puebla, Mexico
Volume :
13
Issue :
3
fYear :
2015
fDate :
Mar-15
Firstpage :
784
Lastpage :
789
Abstract :
Two novel techniques based on term expansion for domain-specific Word Sense Disambiguation are presented in this paper. A list of terms correlated with the ambiguous word is obtained by means of correlation methods such as Pointwise Mutual Information and Chi-square. The list of correlated terms is used for expanding the context in which an ambiguous word occurs, thus leading to a better number of terms which may be further used for determining the correct sense of the target ambiguous word. The proposed method has been tested in domain-specific corpora (Finance and Sports) and in one balanced corpus, the British National Corpus (BNC). The obtained results for domain-specific corpora are competitive (Finance) and ever better (Sports and BNC) than those reported in previous works.
Keywords :
natural language processing; BNC; British National Corpus; ambiguous word; chi-square; context expansion; correlation methods; domain-specific corpora; domain-specific word sense disambiguation; finance; pointwise mutual information; sports; term expansion; Adaptation models; Conferences; Context; Digital signal processing; Mutual information; Semantics; Silicon compounds; Word sense disambiguation; WordNet; context expansion; specific domain; synset;
fLanguage :
English
Journal_Title :
Latin America Transactions, IEEE (Revista IEEE America Latina)
Publisher :
ieee
ISSN :
1548-0992
Type :
jour
DOI :
10.1109/TLA.2015.7069105
Filename :
7069105
Link To Document :
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