• 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