Książki:  » Informatyka  » Evolutionary Algorithms: An Overview


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Evolutionary Algorithms: An Overview Alain Petrowski Sana Ben-Hamida Zbigniew Michalewicz 9781848218048 Wiley-Iste - książka

    

Evolutionary Algorithms: An Overview

Evolutionary algorithms are bio-inspired algorithms based on Darwin's theory of evolution. They are expected to provide non-optimal but good quality solutions to problems whose resolution is impracticable by exact methods.

In six chapters, this book presents the essential knowledge required to efficiently implement evolutionary algorithms.

Chapter 1 describes a generic evolutionary algorithm as well as the basic operators that compose it. Chapter 2 is devoted to the solving of continuous optimization problems, without constraint. Three leading approaches are described and compared on a set of test functions. Chapter 3 considers continuous optimization problems with constraints. Various approaches suitable for evolutionary methods are presented. Chapter 4 is related to combinatorial optimization. It provides a catalog of variation operators to deal with order-based problems. Chapter 5 introduces the basic notions required to understand the issue of multi-objective optimization and a variety of approaches for its application. Finally, Chapter 6 describes different approaches of genetic programming able to evolve computer programs in the context of machine learning.



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Evolutionary Algorithms: An Overview
Kategorie: Informatyka, Programowanie
Kategorie BISAC:
Computers > Programming - Algorithms
Wydawca: Wiley-Iste
Język: Angielski
ISBN-13: 9781848218048
Rok wydania: 2017
Ilość stron: 256
Waga: 0.50 kg
Wymiary: 23.62 x 15.49 x 1.78 cm
Oprawa: Twarda
Wolumenów: 01