• DocumentCode
    3142430
  • Title

    Complex emotion categorization and tagging for Chinese

  • Author

    Jiang, Peilin ; Ren, Fuji ; Wang, Fei ; Zheng, Nanning

  • Author_Institution
    Inst. of Artificial Intell. & Robot., Xi´´an Jiaotong Univ., Xi´´an, China
  • fYear
    2011
  • fDate
    27-29 Nov. 2011
  • Firstpage
    334
  • Lastpage
    339
  • Abstract
    To understand emotion and make machine emotion is one of the goals of affective computing. In order to understand language from interface of machine, both the meaning and the emotion are necessary to be interpreted correctly. But until now the study of fine-grained theory of emotion is still full of challenges. In this paper, a novel method to analyze emotion category is proposed according to the statistics of affective word hierarchy in Dictionary of contemporary Chinese. The emotion hierarchy is called complex emotion. Firstly, over 7,000 common affective words have be annotated and their detailed explanations had been collected for an affective lexicon, then we analyze the consistent relationship in the affective lexicon and consequently 52 salient complex emotion state hierarchies are categorized and tagged by a lexical affective clustering algorithm. The complex emotions are compared to the traditional definitions of basic emotions in psychology and have been evaluated to be valid by kappa value in the experiment. Moreover we also have tagged the semantic orientation for the collected words.
  • Keywords
    dictionaries; emotion recognition; natural language interfaces; natural language processing; pattern clustering; statistical analysis; text analysis; Dictionary of contemporary Chinese; affective computing; affective lexicon; affective word hierarchy statistics; emotion categorization; emotion state hierarchy; emotion tagging; emotion understanding; kappa value; language understanding; lexical affective clustering algorithm; machine emotion; machine interface; psychology; semantic orientation; Clustering algorithms; Dictionaries; Educational institutions; Presses; Psychology; Semantics; Tagging; Affective word annotation; affective clustering; complex emotion;
  • 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.2011.6138220
  • Filename
    6138220