• DocumentCode
    3142000
  • Title

    Emotion estimation of Wakamono Kotoba based on distance of word emotional vector

  • Author

    Matsumoto, Kazuyuki ; Kita, Kenji ; Ren, Fuji

  • Author_Institution
    Univ. of Tokushima, Tokushima, Japan
  • fYear
    2011
  • fDate
    27-29 Nov. 2011
  • Firstpage
    214
  • Lastpage
    220
  • Abstract
    Recently, there are many research that aim at estimating emotion from text. The meaning of language expression that we use in daily life varies depending on the context used. In that sense, language expression conveys ambiguous information. Wakamono Kotoba are words used by young people, and they also have semantic ambiguity. Most of the Wakamono Kotoba are not registered in the existing dictionaries, making it difficult for a system to recognize the meaning of Wakamono Kotoba. In this paper, we propose a method for estimating emotion in Wakamono Kotoba that were not registered in the system, by using Wakamono Kotoba example sentences as features. The proposed method applied Earth Mover´s Distance to vector of words. As a result of the evaluation experiment, higher estimation accuracy was obtained by considering emotional distance between words - an approach that had not been used in the conventional research - than by using only word importance value.
  • Keywords
    behavioural sciences computing; text analysis; Earth Movers distance; Wakamono Kotoba; emotion estimation; language expression; word emotional vector distance; Accuracy; Databases; Dictionaries; Estimation; Mathematical model; Support vector machine classification; Vectors; Earth Mover´s Distance; Wakamono Kotoba; emotion corpus; emotion estimation; emotional vector;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Language Processing andKnowledge Engineering (NLP-KE), 2011 7th International Conference on
  • Conference_Location
    Tokushima
  • Print_ISBN
    978-1-61284-729-0
  • Type

    conf

  • DOI
    10.1109/NLPKE.2011.6138197
  • Filename
    6138197