Evolutionary algorithms in theory and practice [[electronic resource] ] : evolution strategies, evolutionary programming, genetic algorithms / / Thomas Bäck
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| Autore: |
Bäck Thomas <1963->
|
| Titolo: |
Evolutionary algorithms in theory and practice [[electronic resource] ] : evolution strategies, evolutionary programming, genetic algorithms / / Thomas Bäck
|
| Pubblicazione: | New York, : Oxford University Press, 1996 |
| Descrizione fisica: | 1 online resource (329 p.) |
| Disciplina: | 005.1 |
| 006.3 | |
| Soggetto topico: | Genetic algorithms |
| Evolution (Biology) - Mathematical models | |
| Evolutionary programming (Computer science) | |
| Note generali: | Previously issued in print: 1996. |
| Nota di bibliografia: | Includes bibliographical references (p. 293-305) and index. |
| Nota di contenuto: | Contents; Introduction; I: A COMPARISON OF EVOLUTIONARY ALGORITHMS; 1 Organic Evolution and Problem Solving; 1.1 Biological Background; 1.2 Evolutionary Algorithms and Artificial Intelligence; 1.3 Evolutionary Algorithms and Global Optimization; 1.4 Early Approaches; 1.5 Summary; 2 Specific Evolutionary Algorithms; 2.1 Evolution Strategies; 2.2 Evolutionary Programming; 2.3 Genetic Algorithms; 2.4 Summary; 3 Artificial Landscapes; 3.1 Sphere Model; 3.2 Step Function; 3.3 Ackley's Function; 3.4 Function after Fletcher and Powell; 3.5 Fractal Function; 3.6 Summary; 4 An Empirical Comparison |
| C.2 UsageC.3 Data Collection; D: The Multiprocessor Environment; D.1 The Transputer System; D.2 The Helios Operating System; E: Mathematical Symbols; Bibliography; Index; A; B; C; D; E; F; G; H; I; K; L; M; N; O; P; Q; R; S; T; U; V; W | |
| Sommario/riassunto: | Comparing the three most prominent representatives of evolutionary algorithms - genetic algorithms, evolution strategies and evolutionary programming - this book examines the computational methods at the border between computer science and evolutionary biology. The algorithms are explained within a common framework, thereby clarifying the similarities and differences of these methods. The author also presents new results regarding the role of mutation and selection in genetic algorithms and uses a meta-evolutionary approach to confirm some of the theoretical results. |
| Titolo autorizzato: | Evolutionary algorithms in theory and practice |
| ISBN: | 0-19-756092-X |
| 1-280-76079-6 | |
| 9786610760794 | |
| 0-19-535670-5 | |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910784848703321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
Oxford scholarship online.