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Induction of decision rules and classification in the valued tolerance approach

Stefanowski, Jerzy; Tsoukiàs, Alexis (2002), Induction of decision rules and classification in the valued tolerance approach, in Zhong, Ning; Skowron, Andrzej; Peters, James F.; Alpigini, James J., Rough Sets and Current Trends in Computing Third International Conference, RSCTC 2002, Malvern, PA, USA, October 14-16, 2002. Proceedings, Springer : Berlin, p. 271-278. http://dx.doi.org/10.1007/3-540-45813-1_35

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Type
Communication / Conférence
Date
2002
Conference title
Third International Conference on Rough Sets and Current Trends in Computing (RSCTC 2002)
Conference date
2002-10
Conference city
Malvern (PA)
Conference country
États-Unis
Book title
Rough Sets and Current Trends in Computing Third International Conference, RSCTC 2002, Malvern, PA, USA, October 14-16, 2002. Proceedings
Book author
Zhong, Ning; Skowron, Andrzej; Peters, James F.; Alpigini, James J.
Publisher
Springer
Series title
Lecture Notes in Computer Science
Series number
2475
Published in
Berlin
ISBN
978-3-540-44274-5
Number of pages
640
Pages
271-278
Publication identifier
Metadata
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Author(s)
Stefanowski, Jerzy
Tsoukiàs, Alexis cc
Abstract (EN)
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.
Subjects / Keywords
classification; decision rules