• DocumentCode
    1786485
  • Title

    Sentence sentiment analysis basedon syntactic construction of three-layers

  • Author

    Liu Pingyang ; Xu Weiran ; Du Lin

  • Author_Institution
    Beijing Univ. of Posts & Telecommun., Beijing, China
  • fYear
    2014
  • fDate
    19-21 Sept. 2014
  • Firstpage
    107
  • Lastpage
    111
  • Abstract
    The analysis on text emotional has attracted much attention as the explosive growth in data on the Internet. This paper proposed a method of sentence sentiment orientation based on syntactic construction which is quite different with the traditional methods of classification. It takes full account of logical relationship in sentences and establishes a sentence model of three layers according to the relationship between sentence elements. First, we use the sentiment word dictionary to score the words in sentences. Then we adopt different algorithms according to different layers and relationship. Finally, we obtain the sentiment score of the sentence by calculating the sores of the three layers. We apply this method to Weibo data and get a good result.
  • Keywords
    Internet; behavioural sciences computing; text analysis; Internet; Weibo data; logical relationship; sentence sentiment analysis; sentence sentiment orientation; sentence sentiment score; sentiment word dictionary; syntactic three-layer construction; text emotional analysis; Accuracy; Algorithm design and analysis; Dictionaries; Internet; Sentiment analysis; Support vector machines; Syntactics; Weibo; sentiment orientation; sentiment word dictionary; syntactic construction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Network Infrastructure and Digital Content (IC-NIDC), 2014 4th IEEE International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4799-4736-2
  • Type

    conf

  • DOI
    10.1109/ICNIDC.2014.7000275
  • Filename
    7000275