Evolutionary Algorithms and Neural Networks

Theory and Applications

Nonfiction, Science & Nature, Mathematics, Applied, Computers, Advanced Computing, Artificial Intelligence, General Computing
Cover of the book Evolutionary Algorithms and Neural Networks by Seyedali Mirjalili, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Seyedali Mirjalili ISBN: 9783319930251
Publisher: Springer International Publishing Publication: June 26, 2018
Imprint: Springer Language: English
Author: Seyedali Mirjalili
ISBN: 9783319930251
Publisher: Springer International Publishing
Publication: June 26, 2018
Imprint: Springer
Language: English

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.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

More books from Springer International Publishing

Cover of the book Orbital Cellulitis and Periorbital Infections by Seyedali Mirjalili
Cover of the book Scalable Big Data Analytics for Protein Bioinformatics by Seyedali Mirjalili
Cover of the book Electronic Voting by Seyedali Mirjalili
Cover of the book Model-Driven Engineering and Software Development by Seyedali Mirjalili
Cover of the book Culture, Technology, Communication. Common World, Different Futures by Seyedali Mirjalili
Cover of the book Orthopedic Traumatology by Seyedali Mirjalili
Cover of the book Practical Psychology in Medical Rehabilitation by Seyedali Mirjalili
Cover of the book Mechatronic Systems: Theory and Applications by Seyedali Mirjalili
Cover of the book Discrete Fractional Calculus by Seyedali Mirjalili
Cover of the book Neotropical Owls by Seyedali Mirjalili
Cover of the book The Origins of Asset Management from 1700 to 1960 by Seyedali Mirjalili
Cover of the book The Palgrave International Handbook of Football and Politics by Seyedali Mirjalili
Cover of the book Earths of Distant Suns by Seyedali Mirjalili
Cover of the book Advances in Information Retrieval by Seyedali Mirjalili
Cover of the book Quantifying Interactions of Biomolecules with Inorganic Surfaces by Seyedali Mirjalili
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy