Computational Intelligence: A Methodological Introduction

Computational Intelligence: A Methodological Introduction

Rudolf Kruse, Christian Borgelt, Christian Braune, Sanaz Mostaghim, Matthias Steinbrecher, Frank Klawonn, Christian Moewes
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This textbook provides a clear and logical introduction to the field, covering the fundamental concepts, algorithms and practical implementations behind efforts to develop systems that exhibit intelligent behavior in complex environments. This enhanced second edition has been fully revised and expanded with new content on swarm intelligence, deep learning, fuzzy data analysis, and discrete decision graphs. 
Features: provides supplementary material at an associated website; contains numerous classroom-tested examples and definitions throughout the text; presents useful insights into all that is necessary for the successful application of computational intelligence methods; explains the theoretical background underpinning proposed solutions to common problems; discusses in great detail the classical areas of artificial neural networks, fuzzy systems and evolutionary algorithms; reviews the latest developments in the field, covering such topics as ant colony optimization and probabilistic graphical models.
年:
2016
版:
2ed.
出版社:
Imprint: Springer, Springer London
言語:
english
ページ:
564
ISBN 10:
1447172965
ISBN 13:
9781447172963
シリーズ:
Texts in Computer Science
ファイル:
PDF, 7.85 MB
IPFS:
CID , CID Blake2b
english, 2016
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