bokomslag Evolutionary Algorithms
Data & IT

Evolutionary Algorithms

Alain Petrowski Sana Ben-Hamida

Inbunden

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  • 256 sidor
  • 2017
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.
  • Författare: Alain Petrowski, Sana Ben-Hamida
  • Format: Inbunden
  • ISBN: 9781848218048
  • Språk: Engelska
  • Antal sidor: 256
  • Utgivningsdatum: 2017-03-31
  • Förlag: ISTE Ltd and John Wiley & Sons Inc