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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) | |
Soggetto genere / forma: | Electronic books. |
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.: | 9910450600303321 |
Lo trovi qui: | Univ. Federico II |
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