• Title of article

    Fuzzy ILP Classification of web reports after linguistic text mining

  • Author/Authors

    Jan D?dek، نويسنده , , Peter Vojt??، نويسنده , , Marta Vomlelov?، نويسنده ,

  • Issue Information
    دوماهنامه با شماره پیاپی سال 2012
  • Pages
    13
  • From page
    438
  • To page
    450
  • Abstract
    In this paper we study the problem of classification of textual web reports. We are specifically focused on situations in which structured information extracted from the reports is used for classification. We present an experimental classification system based on usage of third party linguistic analyzers, our previous work on web information extraction, and fuzzy inductive logic programming (fuzzy ILP). A detailed study of the so-called ‘Fuzzy ILP Classifier’ is the main contribution of the paper. The study includes formal models, prototype implementation, extensive evaluation experiments and comparison of the classifier with other alternatives like decision trees, support vector machines, neural networks, etc.
  • Keywords
    FUZZY , inductive logic programming , Natural language processing , Information extraction , Machine Learning
  • Journal title
    Information Processing and Management
  • Serial Year
    2012
  • Journal title
    Information Processing and Management
  • Record number

    1229240