1.

Record Nr.

UNINA9910260651903321

Autore

De Jong Kenneth A

Titolo

Evolutionary computation : a unified approach / / Kenneth A. De Jong

Pubbl/distr/stampa

Cambridge, Mass., : MIT Press, 2006

ISBN

1-282-09624-9

0-262-25598-7

9786612096242

1-4237-7455-8

Descrizione fisica

1 online resource (267 p.)

Classificazione

54.51

Disciplina

005.1

Soggetti

Evolutionary programming (Computer science)

Evolutionary computation

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Note generali

Bibliographic Level Mode of Issuance: Monograph

Nota di bibliografia

Includes bibliographical references (p. [241]-252).

Nota di contenuto

1. Introduction -- 2. A historical perspective -- 3. Canonical evolutionary algorithms -- 4. A unified view of simple EAs -- 5. Evolutionary algorithms as problem solvers --

Sommario/riassunto

Evolutionary computation, the use of evolutionary systems as computational processes for solving complex problems, is a tool used by computer scientists and engineers who want to harness the power of evolution to build useful new artifacts, by biologists interested in developing and testing better models of natural evolutionary systems, and by artificial life scientists for designing and implementing new artificial evolutionary worlds. In this clear and comprehensive introduction to the field, Kenneth De Jong presents an integrated view of the state of the art in evolutionary computation. Although other books have described such particular areas of the field as genetic algorithms, genetic programming, evolution strategies, and evolutionary programming, Evolutionary Computation is noteworthy for considering these systems as specific instances of a more general class of evolutionary algorithms. This useful overview of a fragmented field is suitable for classroom use or as a reference for computer scientists and engineers.