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" Computational Intelligence Systems and Applications "
by Marian B. Gorzałczany.
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BL
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| Record Number
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578556
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b407775
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| Main Entry
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Gorzałczany, Marian B.
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| Title & Author
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Computational Intelligence Systems and Applications : Neuro-Fuzzy and Fuzzy Neural Synergisms /\ by Marian B. Gorzałczany.
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| Publication Statement
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Heidelberg :: Physica-Verlag HD :: Imprint: Physica,, 2002.
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| Series Statement
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Studies in Fuzziness and Soft Computing,; 86
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| ISBN
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9783790818017
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: 9783662003343
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| Contents
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Introduction -- Elements of the theory of fuzzy sets -- Essentials of artificial neural networks -- Brief introduction to genetic algorithms -- Main directions of combining artificial neural networks, fuzzy sets and evolutionary computations in designing computational intelligence systems -- Neuro-fuzzy(-genetic) system for synthesizing rule-based knowledge from data -- Rule-based neuro-fuzzy modelling of dynamic systems and designing of controllers -- Neuro-fuzzy(-genetic) rule-based classifier designed from data for intelligent decision support -- Fuzzy neural network for system modelling and control -- Fuzzy neural classifier -- Appendices.
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| Abstract
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This book presents new concepts and implementations of Computational Intelligence (CI) systems (based on neuro-fuzzy and fuzzy neural synergisms) and a broad comparative analysis with the best-known existing neuro-fuzzy systems as well as with systems representing other knowledge-discovery techniques such as rough sets, decision trees, regression trees, probabilistic rule induction etc. This presentation is preceded by a discussion of the main directions of synthesizing fuzzy sets, artificial neural networks and genetic algorithms in the framework of designing CI systems. In order to keep the book self-contained, introductions to the basic concepts of fuzzy systems, artificial neural networks and genetic algorithms are given. This book is intended for researchers and practitioners in AI/CI fields and for students of computer science or neighbouring areas.
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Computer science.
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Artificial intelligence.
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SpringerLink (Online service)
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