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Evolutionary Algorithms and Neural Networks

Theory and Applications

Language EnglishEnglish
Book Hardback
Book Evolutionary Algorithms and Neural Networks Seyedali Mirjalili
Libristo code: 19406935
Publishers Springer International Publishing AG, July 2018
This book introduces readers to the fundamentals of artificial neural networks, with a special empha... Full description
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This book introduces readers to the fundamentals of artificial neural networks, with a special emphasis on evolutionary algorithms. At first, the book offers a literature review of several well-regarded evolutionary algorithms, including particle swarm and ant colony optimization, genetic algorithms and biogeography-based optimization. It then proposes evolutionary version of several types of neural networks such as feed forward neural networks, radial basis function networks, as well as recurrent neural networks and multi-later perceptron. Most of the challenges that have to be addressed when training artificial neural networks using evolutionary algorithms are discussed in detail. The book also demonstrates the application of the proposed algorithms for several purposes such as classification, clustering, approximation, and prediction problems. It provides a tutorial on how to design, adapt, and evaluate artificial neural networks as well, and includes source codes for most of the proposed techniques as supplementary materials.

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About the book

Full name Evolutionary Algorithms and Neural Networks
Language English
Binding Book - Hardback
Date of issue 2018
Number of pages 156
EAN 9783319930244
ISBN 3319930249
Libristo code 19406935
Weight 430
Dimensions 155 x 235 x 14
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