• DocumentCode
    650195
  • Title

    Likelihood calculation classification for Indonesian language news documents

  • Author

    Rachmania, Aini ; Jaafar, Jafreezal ; Zamin, Norshuhani

  • Author_Institution
    Dept. of Comput. & Inf. Sci., Univ. Teknol. PETRONAS, Tronoh, Malaysia
  • fYear
    2013
  • fDate
    7-8 Oct. 2013
  • Firstpage
    149
  • Lastpage
    154
  • Abstract
    Text categorization has been an important research area that seeks to classify textual documents into a group of predetermined categories. Unfortunately, the interest towards Indonesian news classification has been very little. In this paper, we propose a text categorization algorithm based on Bracewell method that uses the likelihood calculation between the article and the category´s keywords. Through experiments, the algorithm succeeded in classifying Indonesian news corpus with accuracy as high as 93,84% in offline environment, 93,82% in online environment, and 80% benchmarking against human evaluation.
  • Keywords
    classification; information retrieval; natural language processing; text analysis; Bracewell method; Indonesian language news document; Indonesian news classification; article keywords; category keywords; likelihood calculation classification; text categorization; textual document; Indonesian documents; information retrieval; likelihood calculation; news domain; text categorization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Technology and Electrical Engineering (ICITEE), 2013 International Conference on
  • Conference_Location
    Yogyakarta
  • Print_ISBN
    978-1-4799-0423-5
  • Type

    conf

  • DOI
    10.1109/ICITEED.2013.6676229
  • Filename
    6676229