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Produktbild: Introduction to Evolutionary Computing
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Introduction to Evolutionary Computing

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Beschreibung

The overall structure of this new edition is three-tier: Part I presents the basics, Part II is concerned with methodological issues, and Part III discusses advanced topics. In the second edition the authors have reorganized the material to focus on problems, how to represent them, and then how to choose...

Beschreibung

The overall structure of this new edition is three-tier: Part I presents the basics, Part II is concerned with methodological issues, and Part III discusses advanced topics. In the second edition the authors have reorganized the material to focus on problems, how to represent them, and then how to choose and design algorithms for different representations. They also added a chapter on problems, reflecting the overall book focus on problem-solvers, a chapter on parameter tuning, which they combined with the parameter control and "how-to" chapters into a methodological part, and finally a chapter on evolutionary robotics with an outlook on possible exciting developments in this field.

The book is suitable for undergraduate and graduate courses in artificial intelligence and computational intelligence, and for self-study by practitioners and researchers engaged with all aspects of bioinspired design and optimization.

Rezension

“This book aims to give a thorough introduction to evolutionary computing, covering techniques and methodological issues. … the book does a good job of giving a general overview of the field.

Esparcia-Alcázar, Mathematical Reviews, May, 2016)

“Introduction to Evolutionary Computing is an excellent and readable text that should find a place on the bookshelf of anyone who researches and/or teaches in this domain. Suitable for a graduate course or upper-level undergraduate course in Evolutionary Computing, it is also a superior and well-organized reference book. … papers and presentations cited in the text provide a marvelous literature review. … The clarity of exposition and detail are excellent … .” (Jeffrey L. Popyack, Genetic Programming and Evolvable Machines, Vol. 17 (2), 2016)

Produktdetails

Einband

Gebundene Ausgabe

Erscheinungsdatum

10.07.2015

Abbildungen

XII, 287 p. 67 illus., 12 illus. in color.

Verlag Springer Berlin

Produktdetails

Einband

Gebundene Ausgabe

Erscheinungsdatum

10.07.2015

Abbildungen

XII, 287 p. 67 illus., 12 illus. in color.

Verlag Springer Berlin
Seitenzahl

287

Maße (L/B/H)

24,1/16/2,2 cm

Gewicht

571 g

Auflage

2nd ed. 2015

Sprache

Englisch

ISBN

978-3-662-44873-1

Herstelleradresse

Springer-Verlag KG
Sachsenplatz 4-6
1201 Wien
AT

Email: ProductSafety@springernature.com

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  • Produktbild: Introduction to Evolutionary Computing
  • Problems to Be Solved.- Evolutionary Computing: The Origins.- What Is an Evolutionary Algorithm?.- Representation, Mutation, and Recombination.- Fitness, Selection, and Population Management.- Popular Evolutionary Algorithm Variants.- Hybridisation with Other Techniques: Memetic Algorithms.- Nonstationary and Noisy Function Optimisation.- Multiobjective Evolutionary Algorithms.- Constraint Handling.- Interactive Evolutionary Algorithms.- Coevolutionary Systems.- Theory.- Evolutionary Robotics.- Parameters and Parameter Tuning.- Parameter Control.- Working with Evolutionary Algorithms.- References.