عنوان

Introduction to evolutionary computing /

(Number (ISBN

3662448734

(Number (ISBN

9783662448731

Erroneous ISBN

3662448742

Erroneous ISBN

9783662448748

Number

b624262

Title Proper

Introduction to evolutionary computing /

General Material Designation

[Book]

First Statement of Responsibility

A.E. Eiben, J.E. Smith.

Edition Statement

Second edition.

Specific Material Designation and Extent of Item

xii, 287 pages :

Other Physical Details

illustrations ;

Dimensions

25 cm

Series Title

Natural computing series,

ISSN of Series

1619-7127

Text of Note

Includes bibliographical references and index.

Text of Note

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.

0

Text of Note

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.

Evolutionary computation.

Evolutionary programming (Computer science)

54.72 artificial intelligence.

Computers and IT.

Computers and IT.

Evolutie.

Evolutionary computation.

Evolutionary programming (Computer science)

Software.

QA

Number

Edition

Class number

Book number

Eiben, Agoston E.

Smith, J. E., (James E.),1964-

Date of Transaction

20200617083421.0

Cataloguing Rules (Descriptive Conventions))

rda

Electronic name

[Book]

Y