• DocumentCode
    2260688
  • Title

    The study on text emotional orientation based on a three-dimensional emotion space model

  • Author

    Li, Huana ; Ren, Fuji

  • Author_Institution
    Fac. of Eng., Univ. of Tokushima, Tokushima, Japan
  • fYear
    2009
  • fDate
    24-27 Sept. 2009
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    In order to recognize human emotion, a three-dimensional (3D) emotion space model was established and used to identify the text emotional orientation visually and intuitively. An emotion dictionary contains informations of eight basic emotions, was built based on the emotion corpus. By using this emotion dictionary, emotion keywords which behave distributions of 3D structure can be projected into the emotion space. Emotion distributions were transformed into an emotion matrix. By analyzing the emotion matrix, not only binary classification of texts but also multi-emotion attributes can be investigated. The best precision 91% of a binary classification is obtained in this work.
  • Keywords
    emotion recognition; matrix algebra; pattern classification; text analysis; 3D structure distribution; binary classification; emotion dictionary; emotion matrix; human emotion recognition; text emotional orientation; three-dimensional emotion space model; Brightness; Dictionaries; Emotion recognition; Humans; Information processing; Internet; Psychology; Text processing; Text recognition; Visualization; Emotion dictionary; Emotion matrix; Emotion space; Emotional orientation; Three-dimensional; Visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Language Processing and Knowledge Engineering, 2009. NLP-KE 2009. International Conference on
  • Conference_Location
    Dalian
  • Print_ISBN
    978-1-4244-4538-7
  • Electronic_ISBN
    978-1-4244-4540-0
  • Type

    conf

  • DOI
    10.1109/NLPKE.2009.5313815
  • Filename
    5313815