• DocumentCode
    2139086
  • Title

    Building text hierarchical structure by using confusion matrix

  • Author

    Yunbo Xiong

  • Author_Institution
    Sch. of Inf. Manage., Jiangxi Univ. of Finance & Econ., Nanchang, China
  • fYear
    2012
  • fDate
    16-18 Oct. 2012
  • Firstpage
    1250
  • Lastpage
    1254
  • Abstract
    There are two strategies to build hierarchical structure of document category. One is hierarchical clustering and the other is confusion category. Based on confusion matrix of plane classifier, the paper made use of hierarchical classification to carry on experiments, and it is showed that the confusion category strategy was superior to hierarchical clustering strategy. And compared to plane classifier, confusion category strategy improved recall and precision of classification.
  • Keywords
    matrix algebra; pattern classification; pattern clustering; text analysis; building text hierarchical structure; classification precision; confusion category strategy; confusion matrix; document category; hierarchical classification; hierarchical clustering strategy; plane classifier; confusion category; confusion matrix; hierarchical classification; hierarchical clustering;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Engineering and Informatics (BMEI), 2012 5th International Conference on
  • Conference_Location
    Chongqing
  • Print_ISBN
    978-1-4673-1183-0
  • Type

    conf

  • DOI
    10.1109/BMEI.2012.6513202
  • Filename
    6513202