• DocumentCode
    2287755
  • Title

    Alida, a cognitive approach of text categorization

  • Author

    Hoareau, Yann Vigile ; El-Ghali, Adil

  • Author_Institution
    Human & Artificial Cognition Lab., Univ. of Paris 8, St. Denis, France
  • fYear
    2011
  • fDate
    11-15 April 2011
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    This paper proposes a model of text categorization named Alida, which combines a model of categorization inspired of the classical cognitive models of categorization of Nosofsky, with a semantic space model as system of semantic knowledge representation. The model addresses large-scale text categorization applications in opinion mining in different domains and different languages. The performance in the text-mining campaign DEFT´09 shows that the model can compete with existing Natural Language Processing and Information Retrieval models.
  • Keywords
    data mining; knowledge representation; text analysis; Alida; Nosofsky; classical cognitive models; information retrieval models; natural language processing; opinion mining; semantic knowledge representation; semantic space model; text categorization; text-mining campaign; Context modeling; Humans; Indexing; Mathematical model; Prototypes; Semantics; Text categorization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Affective Computational Intelligence (WACI), 2011 IEEE Workshop on
  • Conference_Location
    Paris
  • Print_ISBN
    978-1-61284-083-3
  • Type

    conf

  • DOI
    10.1109/WACI.2011.5953148
  • Filename
    5953148