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
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