Theory of Evolutionary Computation

Language: English

Published by Springer, Springer Dez 2019, 2019

3030294137 / 9783030294137

Series: Book 31 of 32 - Natural Computing

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This item is printed on demand - Print on Demand Titel. Neuware -This edited book reports on recent developments in the theory of evolutionary computation, or more generally the domain of randomized search heuristics.It starts with two chapters on mathematical methods that are often used in the analysis of randomized search heuristics, followed by three chapters on how to measure the complexity of a search heuristic: black-box complexity, a counterpart of classical complexity theory in black-box optimization; parameterized complexity, aimed at a more fine-grained view of the difficulty of problems; and the fixed-budget perspective, which answers the question of how good a solution will be after investing a certain computational budget. The book then describes theoretical results on three important questions in evolutionary computation: how to profit from changing the parameters during the run of an algorithm; how evolutionary algorithms cope with dynamically changing or stochastic environments; and how population diversity influencesperformance. Finally, the book looks at three algorithm classes that have only recently become the focus of theoretical work: estimation-of-distribution algorithms; artificial immune systems; and genetic programming.Throughout the book the contributing authors try to develop an understanding for how these methods work, and why they are so successful in many applications. The book will be useful for students and researchers in theoretical computer science and evolutionary computing.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 532 pp. Englisch.

Seller Inventory # 9783030294137

Title
Theory of Evolutionary Computation
Author
Benjamin Doerr
Publisher
Springer, Springer Dez 2019
Publication year
2019
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3030294137
ISBN 13
9783030294137
Item weight
957 grams
Dimensions
241x160x34 mm
Series
Book 31 of 32: Natural Computing

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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AbeBooks seller since January 23, 2017

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