Partial Covers, Reducts and Decision Rules in Rough Sets - Couverture rigide

Moshkov

 
9783540690276: Partial Covers, Reducts and Decision Rules in Rough Sets
Couverture rigide
ISBN 10 : 3540690271 ISBN 13 : 9783540690276
Editeur : Springer, 2009

Synopsis

Partial Covers, Reducts and Decision Rules.- Partial Covers, Reducts and Decision Rules with Weights.- Construction of All Irreducible Partial Covers, All Partial Reducts and All Irreducible Partial Decision Rules.- Experiments with Real-Life Decision Tables.- Universal Attribute Reduction Problem.

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Présentation de l'éditeur

This monograph is devoted to theoretical and experimental study of partial reducts and partial decision rules on the basis of the study of partial covers. The use of partial (approximate) reducts and decision rules instead of exact ones allows us to obtain more compact description of knowledge contained in decision tables, and to design more precise classifiers. Algorithms for construction of partial reducts and partial decision rules, bounds on minimal complexity of partial reducts and decision rules, and algorithms for construction of the set of all partial reducts and the set of all irreducible partial decision rules are considered. The book includes a discussion on the results of numerous experiments with randomly generated and real-life decision tables. These results show that partial reducts and decision rules can be used in data mining and knowledge discovery both for knowledge representation and for prediction. The results obtained in the monograph can be useful for researchers in such areas as machine learning, data mining and knowledge discovery, especially for those who are working in rough set theory, test theory and LAD (Logical Analysis of Data). The monograph can be used under the creation of courses for graduate students and for Ph.D. studies.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Springer
Date d'édition
2009
Langue
anglais
ISBN 10 
3540690271
ISBN 13 
9783540690276
Reliure
Relié
Nombre de pages
164
Coordonnées du fabricant
non disponible
Personne responsable
CMN Printpool Inh. Mathis Neumann
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Friedrich-Karl-Str. 9
Hamburg
Allemagne

Autres éditions populaires du même titre

9783642088599: Partial Covers, Reducts and Decision Rules in Rough Sets: Theory and Applications

Edition présentée

ISBN 10 :  3642088597 ISBN 13 :  9783642088599
Editeur : Springer, 2010
Couverture souple