Evolutionary Algorithms and Neural Networks

Name: Evolutionary Algorithms and Neural Networks
Brand: Springer Nature Switzerland AG
SKU: 9783030065720
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Theory and Applications

Autor: Seyedali Mirjalili

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Editura: Springer Nature Switzerland AG

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This book introduces readers to the fundamentals of artificial neural networks, with a special empha...

Informații despre carte

Autor

Seyedali Mirjalili

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2019

Pagini

156

EAN

9783030065720

ISBN

3030065723

Enbook ID

21348084

Editura

Springer Nature Switzerland AG

Greutate

454

Dimensiuni

155 x 235 x 10

Descriere completă

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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Evolutionary Algorithms and Neural Networks

Theory and Applications

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