2010, ISBN: 9783642088599

[ED: Softcover], [PU: Springer, Berlin], This monograph is devoted to theoretical and experimental study of partial reducts and partial decision rules on the basis of the study of partial… Plus…

[ED: Softcover], [PU: Springer, Berlin], 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. 2010. xii, 152 S. 32 Tabellen. 235 mm Versandfertig in 6-10 Tagen, DE, [SC: 0.00], Neuware, gewerbliches Angebot, Offene Rechnung (Vorkasse vorbehalten)<

2010, ISBN: 9783642088599

[ED: Softcover], [PU: Springer, Berlin], This monograph is devoted to theoretical and experimental study of partial reducts and partial decision rules on the basis of the study of partial… Plus…

[ED: Softcover], [PU: Springer, Berlin], 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. 2010. xii, 152 S. 32 Tabellen. 235 mm Versandfertig in 6-10 Tagen, DE, Neuware, gewerbliches Angebot, Offene Rechnung (Vorkasse vorbehalten)<

2010, ISBN: 9783642088599

Edition reliée

Erscheinungsdatum: 28.10.2010, Medium: Taschenbuch, Einband: Kartoniert / Broschiert, Titel: Partial Covers, Reducts and Decision Rules in Rough Sets, Titelzusatz: Theory and Applications… Plus…

Erscheinungsdatum: 28.10.2010, Medium: Taschenbuch, Einband: Kartoniert / Broschiert, Titel: Partial Covers, Reducts and Decision Rules in Rough Sets, Titelzusatz: Theory and Applications, Auflage: Softcover reprint of hardcover 1st ed. 2008, Autor: Moshkov, Mikhail Ju. // Piliszczuk, Marcin // Zielosko, Beata, Verlag: Springer Berlin Heidelberg // Springer-Verlag GmbH, Sprache: Englisch, Schlagworte: Künstliche Intelligenz, Rubrik: Informatik, Seiten: 164, Informationen: Paperback, Gewicht: 260 gr, Verkäufer: averdo Sachbücher, [PU: Springer, Berlin/Heidelberg/New York, NY]<

2010, ISBN: 3642088597

Edition reliée

Softcover reprint of hardcover 1st ed. 2008 Kartoniert / Broschiert Künstliche Intelligenz, Analysis; algorithm; algorithms; complexity; Construction; datamining; knowledge; knowledgedi… Plus…

Softcover reprint of hardcover 1st ed. 2008 Kartoniert / Broschiert Künstliche Intelligenz, Analysis; algorithm; algorithms; complexity; Construction; datamining; knowledge; knowledgediscovery; knowledgerepresentation; Learning; machinelearning, mit Schutzumschlag 11, [PU:Springer Berlin Heidelberg; Springer Berlin]<

2010, ISBN: 3642088597

Edition reliée

Softcover reprint of hardcover 1st ed. 2008 Kartoniert / Broschiert Künstliche Intelligenz, Analysis; algorithm; algorithms; complexity; Construction; datamining; knowledge; knowledgedi… Plus…

Softcover reprint of hardcover 1st ed. 2008 Kartoniert / Broschiert Künstliche Intelligenz, Analysis; algorithm; algorithms; complexity; Construction; datamining; knowledge; knowledgediscovery; knowledgerepresentation; Learning; machinelearning, met couverture 11, [PU:Springer Berlin Heidelberg; Springer Berlin]<