عنوان

Computational Intelligence Systems and Applications

9783662003343

9783790818017

b407775

Computational Intelligence Systems and Applications

[Book]

Neuro-Fuzzy and Fuzzy Neural Synergisms /

by Marian B. Gorzałczany.

Heidelberg :

Imprint: Physica,

2002.

Studies in Fuzziness and Soft Computing,

86

1434-9922 ;

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.

0

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.

9783662003343

Springer eBooks

Artificial intelligence.

Computer science.

Gorzałczany, Marian B.

SpringerLink (Online service)

20190301075900.0

[Book]

Y