Evolutionary Algorithms

Nonfiction, Computers, Programming
Cover of the book Evolutionary Algorithms by Alain Petrowski, Sana Ben-Hamida, Wiley
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Alain Petrowski, Sana Ben-Hamida ISBN: 9781119136415
Publisher: Wiley Publication: April 11, 2017
Imprint: Wiley-ISTE Language: English
Author: Alain Petrowski, Sana Ben-Hamida
ISBN: 9781119136415
Publisher: Wiley
Publication: April 11, 2017
Imprint: Wiley-ISTE
Language: English

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.

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

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.

More books from Wiley

Cover of the book Operational Excellence by Alain Petrowski, Sana Ben-Hamida
Cover of the book Handbook of Reagents for Organic Synthesis by Alain Petrowski, Sana Ben-Hamida
Cover of the book SAT For Dummies by Alain Petrowski, Sana Ben-Hamida
Cover of the book Wealth Regeneration at Retirement by Alain Petrowski, Sana Ben-Hamida
Cover of the book The Handbook of Hybrid Securities by Alain Petrowski, Sana Ben-Hamida
Cover of the book Metrology and Standardization for Nanotechnology by Alain Petrowski, Sana Ben-Hamida
Cover of the book Leading for Professional Learning by Alain Petrowski, Sana Ben-Hamida
Cover of the book Managing Customer Experience and Relationships by Alain Petrowski, Sana Ben-Hamida
Cover of the book Starting a Tech Business by Alain Petrowski, Sana Ben-Hamida
Cover of the book Introduction to Time Series Analysis and Forecasting by Alain Petrowski, Sana Ben-Hamida
Cover of the book Securities Fraud by Alain Petrowski, Sana Ben-Hamida
Cover of the book Basic Math and Pre-Algebra Workbook For Dummies by Alain Petrowski, Sana Ben-Hamida
Cover of the book Water Wells and Boreholes by Alain Petrowski, Sana Ben-Hamida
Cover of the book Ecological Challenges and Conservation Conundrums by Alain Petrowski, Sana Ben-Hamida
Cover of the book Discipline-Centered Learning Communities: Creating Connections Among Students, Faculty, and Curricula by Alain Petrowski, Sana Ben-Hamida
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