Title

Login

Join

Book's by Alain Petrowski

Covers

List

Evolutionary Algorithms

By: Alain Petrowski,Sana Ben-Hamida

Write a review Read reviews Take a Quiz Solve Book Puzzle

Evolutionary Algorithms

By: Alain Petrowski,Sana Ben-Hamida

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.

Average ratings

N/A

5

0%

4

0%

3

0%

2

0%

1

0%

Solve jigsaw puzzle

Age

Page Count

262

Publisher

John Wiley & Sons

Published Date

ISBN 10

1119136385

ISBN 13

9781119136385

Metaheuristics for Hard Optimization

Methods and Case Studies

By: Johann Dréo,Alain Pétrowski,Patrick Siarry,Eric Taillard

Write a review Read reviews Take a Quiz Solve Book Puzzle

Metaheuristics for Hard Optimization

Methods and Case Studies

By: Johann Dréo,Alain Pétrowski,Patrick Siarry,Eric Taillard

Contains case studies from engineering and operations research Includes commented literature for each chapter

Average ratings

N/A

5

0%

4

0%

3

0%

2

0%

1

0%

Solve jigsaw puzzle

Age

Page Count

373

Publisher

Springer Science & Business Media

Published Date

ISBN 10

3540309667

ISBN 13

9783540309666

Evolutionary Algorithms

By: Alain Petrowski,Sana Ben-Hamida

Write a review Read reviews Take a Quiz Solve Book Puzzle

Evolutionary Algorithms

By: Alain Petrowski,Sana Ben-Hamida

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.

Average ratings

N/A

5

0%

4

0%

3

0%

2

0%

1

0%

Solve jigsaw puzzle

Age

Page Count

258

Publisher

John Wiley & Sons

Published Date

ISBN 10

1848218044

ISBN 13

9781848218048

Metaheuristics for Hard Optimization

Methods and Case Studies

By: Johann Dréo,Alain Pétrowski,Patrick Siarry,Eric Taillard

Write a review Read reviews Take a Quiz Solve Book Puzzle

Metaheuristics for Hard Optimization

Methods and Case Studies

By: Johann Dréo,Alain Pétrowski,Patrick Siarry,Eric Taillard

Contains case studies from engineering and operations research Includes commented literature for each chapter

Average ratings

N/A

5

0%

4

0%

3

0%

2

0%

1

0%

Solve jigsaw puzzle

Age

Page Count

373

Publisher

Springer Science & Business Media

Published Date

ISBN 10

3540309667

ISBN 13

9783540309666