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文章基本信息

  • 标题:An Empirical Evaluation of Lazy Learning Classifiers for Text Categorization
  • 作者:P. Umar Sathic Ali ; C. Jothi Venkateswaran
  • 期刊名称:Indian Journal of Education and Information Management
  • 印刷版ISSN:2277-5367
  • 电子版ISSN:2277-5374
  • 出版年度:2012
  • 卷号:1
  • 期号:5
  • 页码:233-238
  • 语种:English
  • 出版社:Indian Society for Education and Environment
  • 其他摘要:With the rapid growth of online documents available on the World Wide Web necessitate the task of classifying those documents into semantic categories. Text categorization is the task of automatically classifying the textual documents into a set of predefined categories. In this paper, we report the empirical evaluation of lazy learning classifier such as kNN and its variant like distance weighted kNN and our newly proposed evident theoretic kNN for text categorization task over two benchmark datasets. We observed the superiority of evident theoretic kNN method over others in all experiments we conducted.
  • 关键词:Text Categorization; Lazy Learning; KNN
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