• DocumentCode
    3142742
  • Title

    Syntactic piece: Idea, purpose and application to sentiment analysis

  • Author

    Takigawa, Kazuki ; Yamamoto, Kazuhide

  • Author_Institution
    Dept. of Electr. Eng., Nagaoka Univ. of Technol., Nagaoka, Japan
  • fYear
    2011
  • fDate
    27-29 Nov. 2011
  • Firstpage
    401
  • Lastpage
    404
  • Abstract
    We have been proposed Syntactic Piece, an unit for shallow language processing. A piece consists of a pair of modifier and modificand, derived from syntactic structure, and two expressions which differ slightly but having the same meaning are represented as the same piece in this framework. In this paper we report (a) reconsideration of creation procedures of pieces in order to meet our requirement more properly, and (b) discussion of effectiveness of the piece through experiments. We first discuss and propose procedures to automatically obtain syntactic pieces from text. We then present evaluation results in which sentiment analysis is chosen as the application. We found that modification of creation procedure would improve the performance in both recall and precision.
  • Keywords
    emotion recognition; natural language processing; text analysis; creation procedure; sentiment analysis; shallow language processing; syntactic piece; syntactic structure; Cities and towns; Data mining; Dictionaries; Electrical engineering; Semantics; Syntactics; Training data; opinion extraction; sentence classification; syntactic piece;
  • 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.2011.6138232
  • Filename
    6138232