• DocumentCode
    554075
  • Title

    Semantic orientation calculation of words with different part of speech

  • Author

    Ming Xia ; Yun Sha ; Xiaohua Wang ; Huina Jiang

  • Author_Institution
    Colleague of Inf. Sci. & Technol., Beijing Univ. of Chem. Technol., Beijing, China
  • Volume
    2
  • fYear
    2011
  • fDate
    26-28 July 2011
  • Firstpage
    922
  • Lastpage
    926
  • Abstract
    With the rapid development of Internet, the network gradually changes from simple static information carrier into platform on which people express their views and show personality. Faced with such a sea of emotional information-rich text, it is urgent to find method of a quick orientation calculation on the large-scale text. Orientation calculation of words is the basis of orientation calculation on the large-scale text. Aiming at the problem that is orientation calculation of words relies mainly upon benchmark words, the paper builds dynamic benchmark set in accordance with part of speech of words and provides the method of semantic orientation calculation of words based on dynamic benchmark set. The proposed method is tested on test set contains verbs and adjectives and more than 90% accuracy have been achieved, which shows the validity and rationality of the method.
  • Keywords
    natural language processing; text analysis; Internet; benchmark words; dynamic benchmark set; emotional information-rich text; large-scale text; part of speech; semantic orientation calculation; static information carrier; Benchmark testing; Buildings; Context; Internet; Petrochemicals; Semantics; Speech; dynamic benchmark set; semantic orientation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Computation (ICNC), 2011 Seventh International Conference on
  • Conference_Location
    Shanghai
  • ISSN
    2157-9555
  • Print_ISBN
    978-1-4244-9950-2
  • Type

    conf

  • DOI
    10.1109/ICNC.2011.6022239
  • Filename
    6022239