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Induction of Decision Rules and Classification in the Valued Tolerance Approach

Jerzy StefanowskiContact Information and Alexis TsoukiásContact Information

(5)  Institute of Computing Science, Poznań University of Technology, 60-965 Poznań, Poland
(6)  LAMSADE - CNRS, Université Paris Dauphine, 75775 Paris Cedex 16, France
Abstract
The problem of uncertain and/or incomplete information in information tables is addressed in the paper, mainly as far as the induction of classification rules is concerned. Two rule induction algorithms are introduced, discussed and tested on a number of benchmark data sets. Moreover, two different strategies for classifying objects on the basis of induced rules are introduced.

Contact Information Jerzy Stefanowski
Email: Jerzy.Stefanowski@cs.put.poznan.pl

Contact Information Alexis Tsoukiás
Email: tsoukias@lamsade.dauphine.fr
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