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Book Chapter
Induction of Decision Rules and Classification in the Valued Tolerance Approach
Book Series
Lecture Notes in Computer Science
Publisher
Springer Berlin / Heidelberg
ISSN
0302-9743 (Print) 1611-3349 (Online)
Volume
Volume 2475/2002
Book
Rough Sets and Current Trends in Computing
DOI
10.1007/3-540-45813-1
Copyright
2002
ISBN
978-3-540-44274-5
DOI
10.1007/3-540-45813-1_35
Page
86
Subject Collection
Computer Science
SpringerLink Date
Tuesday, January 01, 2002
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Induction of Decision Rules and Classification in the Valued Tolerance Approach
Jerzy Stefanowski
5
and Alexis Tsoukiás
6
(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.
Jerzy
Stefanowski
Email:
Jerzy.Stefanowski@cs.put.poznan.pl
Alexis
Tsoukiás
Email:
tsoukias@lamsade.dauphine.fr
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