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Partial Covers, Reducts and Decision Rules in Rough Sets Theory and Applications - Moshkov, Mikhail Ju., Marcin Piliszczuk und Beata Zielosko
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Moshkov, Mikhail Ju., Marcin Piliszczuk und Beata Zielosko:

Partial Covers, Reducts and Decision Rules in Rough Sets Theory and Applications - livre d'occasion

2009, ISBN: 3540690271

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Moshkov, Mikhail Ju., Piliszczuk, Marcin, Zielosko, Beata:

Partial Covers, Reducts and Decision Rules in Rough Sets: Theory and Applications (Studies in Computational Intelligence, Volume 145) - edition reliée, livre de poche

2009, ISBN: 3540690271

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Partial Covers, Reducts and Decision Rules in Rough Sets - Mikhail Ju. Moshkov Marcin Piliszczuk Beata Zielosko
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Mikhail Ju. Moshkov Marcin Piliszczuk Beata Zielosko:
Partial Covers, Reducts and Decision Rules in Rough Sets - Première édition

2009

ISBN: 9783540690276

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Moshkov, Mikhail Ju., Marcin Piliszczuk und Beata Zielosko:
Partial Covers, Reducts and Decision Rules in Rough Sets Theory and Applications - edition reliée, livre de poche

2009, ISBN: 3540690271

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Partial Covers, Reducts and Decision Rules in Rough Sets Theory and Applications - Moshkov, Mikhail Ju., Marcin Piliszczuk und Beata Zielosko
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Moshkov, Mikhail Ju., Marcin Piliszczuk und Beata Zielosko:
Partial Covers, Reducts and Decision Rules in Rough Sets Theory and Applications - livre d'occasion

2009, ISBN: 9783540690276

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Partial Covers, Reducts and Decision Rules in Rough Sets
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ISBN:

9783540690276


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.

Informations détaillées sur le livre - Partial Covers, Reducts and Decision Rules in Rough Sets


EAN (ISBN-13): 9783540690276
ISBN (ISBN-10): 3540690271
Version reliée
Date de parution: 2009
Editeur: Springer Berlin
150 Pages
Poids: 0,389 kg
Langue: eng/Englisch

Livre dans la base de données depuis 2007-02-20T15:05:59+01:00 (Paris)
Page de détail modifiée en dernier sur 2023-11-22T12:54:01+01:00 (Paris)
ISBN/EAN: 9783540690276

ISBN - Autres types d'écriture:
3-540-69027-1, 978-3-540-69027-6
Autres types d'écriture et termes associés:
Auteur du livre: zielosko, marcin lis, mikhail
Titre du livre: rules, set theory, decision theory, theory and applications

Données de l'éditeur

Auteur: Mikhail Ju. Moshkov; Marcin Piliszczuk; Beata Zielosko
Titre: Studies in Computational Intelligence; Partial Covers, Reducts and Decision Rules in Rough Sets - Theory and Applications
Editeur: Springer; Springer Berlin
152 Pages
Date de parution: 2009-02-12
Berlin; Heidelberg; DE
Imprimé / Fabriqué en
Langue: Anglais
106,99 € (DE)
109,99 € (AT)
118,00 CHF (CH)
POD
XII, 152 p.

BB; Hardcover, Softcover / Informatik, EDV/Informatik; Künstliche Intelligenz; Verstehen; Analysis; algorithm; algorithms; complexity; construction; data mining; knowledge; knowledge discovery; knowledge representation; learning; machine learning; Artificial Intelligence; Mathematical and Computational Engineering Applications; Mathematik für Ingenieure; BC

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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