Evolutionary Algorithms and Neural Networks Theory and Applications /

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...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριος συγγραφέας: Mirjalili, Seyedali (Συγγραφέας, http://id.loc.gov/vocabulary/relators/aut)
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2019.
Έκδοση:1st ed. 2019.
Σειρά:Studies in Computational Intelligence, 780
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
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245 1 0 |a Evolutionary Algorithms and Neural Networks  |h [electronic resource] :  |b Theory and Applications /  |c by Seyedali Mirjalili. 
250 |a 1st ed. 2019. 
264 1 |a Cham :  |b Springer International Publishing :  |b Imprint: Springer,  |c 2019. 
300 |a XIV, 156 p. 68 illus., 60 illus. in color.  |b online resource. 
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490 1 |a Studies in Computational Intelligence,  |x 1860-949X ;  |v 780 
505 0 |a Part I: Evolutionary algorithms -- Introduction to Evolutionary Single-objective Optimisation -- Particle Swarm Optimisation -- Ant Colony Optimization -- Genetic Algorithm -- Biogeography-Based Optimization -- Part II: Evolutionary Neural Networks -- Evolutionary Feedforward Neural Networks -- Evolutionary Multi-Layer Perceptron -- Evolutionary Radial Basis Function Networks -- Evolutionary Deep Neural Networks. 
520 |a 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. . 
650 0 |a Computational intelligence. 
650 0 |a Artificial intelligence. 
650 0 |a Neural networks (Computer science) . 
650 0 |a Computer simulation. 
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650 2 4 |a Artificial Intelligence.  |0 http://scigraph.springernature.com/things/product-market-codes/I21000 
650 2 4 |a Mathematical Models of Cognitive Processes and Neural Networks.  |0 http://scigraph.springernature.com/things/product-market-codes/M13100 
650 2 4 |a Simulation and Modeling.  |0 http://scigraph.springernature.com/things/product-market-codes/I19000 
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776 0 8 |i Printed edition:  |z 9783319930244 
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830 0 |a Studies in Computational Intelligence,  |x 1860-949X ;  |v 780 
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912 |a ZDB-2-INR 
950 |a Intelligent Technologies and Robotics (Springer-42732)