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Fundamentals of computational intelligence : neural networks, fuzzy systems, and evolutionary computation

Author: James M Keller; Derong Liu; David B Fogel
Publisher: Hoboken, New Jersey : IEEE Press/Wiley, 2016. ©20
Series: IEEE series on computational intelligence.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
Provides an in-depth and even treatment of the three pillars of computational intelligence and how they relate to one another This book covers the three fundamental topics that form the basis of computational intelligence: neural networks, fuzzy systems, and evolutionary computation. The text focuses on inspiration, design, theory, and practical aspects of implementing procedures to solve real-world problems. While  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Keller, James M.
Fundamentals of computational intelligence
(OCoLC)933721973
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: James M Keller; Derong Liu; David B Fogel
ISBN: 9781119214359 1119214351 9781119214366 111921436X 1119214408 9781119214403
OCLC Number: 953694840
Description: 1 online resource (xi, 364 pages) : illustrations.
Contents: 1 Introduction to Computational Intelligence --
Part I Neural Networks --
2 Introduction and Single-Layer Neural Networks --
3 Multilayer Neural Networks and Backpropagation --
4 Radial-Basis Function Networks --
5 Recurrent Neural Networks --
Part II Fuzzy Set Theory and Fuzzy Logic --
6 Basic Fuzzy Set Theory --
7 Fuzzy Relations and Fuzzy Logic Inference --
8 Fuzzy Clustering and Classification --
9 Fuzzy Measures and Fuzzy Integrals --
Part III Evolutionary Computation --
10 Evolutionary Computation --
11 Evolutionary Optimization --
12 Evolutionary Learning and Problem Solving --
13 Collective Intelligence and Other Extensions of Evolutionary Computation.
Series Title: IEEE series on computational intelligence.
Responsibility: James M. Keller, Derong Liu, David B. Fogel.

Abstract:

Provides an in-depth and even treatment of the three pillars of computational intelligence and how they relate to one another This book covers the three fundamental topics that form the basis of  Read more...

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