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Titlebook: Noisy Optimization With Evolution Strategies; Dirk V. Arnold Book 2002 Springer Science+Business Media New York 2002 algorithms.behavior.e

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發(fā)表于 2025-3-21 19:16:16 | 只看該作者 |倒序瀏覽 |閱讀模式
書目名稱Noisy Optimization With Evolution Strategies
編輯Dirk V. Arnold
視頻videohttp://file.papertrans.cn/667/666803/666803.mp4
叢書名稱Genetic Algorithms and Evolutionary Computation
圖書封面Titlebook: Noisy Optimization With Evolution Strategies;  Dirk V. Arnold Book 2002 Springer Science+Business Media New York 2002 algorithms.behavior.e
描述.Noise is a common factor in most real-world optimization problems. Sources of noise can include physical measurement limitations, stochastic simulation models, incomplete sampling of large spaces, and human-computer interaction. Evolutionary algorithms are general, nature-inspired heuristics for numerical search and optimization that are frequently observed to be particularly robust with regard to the effects of noise...Noisy Optimization with Evolution Strategies. contributes to the understanding of evolutionary optimization in the presence of noise by investigating the performance of evolution strategies, a type of evolutionary algorithm frequently employed for solving real-valued optimization problems. By considering simple noisy environments, results are obtained that describe how the performance of the strategies scales with both parameters of the problem and of the strategies considered. Such scaling laws allow for comparisons of different strategy variants, for tuning evolution strategies for maximum performance, and they offer insights and an understanding of the behavior of the strategies that go beyond what can be learned from mere experimentation...This first comprehens
出版日期Book 2002
關鍵詞algorithms; behavior; evolution; evolutionary algorithm; heuristics; human-computer interaction (HCI); opt
版次1
doihttps://doi.org/10.1007/978-1-4615-1105-2
isbn_softcover978-1-4613-5397-3
isbn_ebook978-1-4615-1105-2Series ISSN 1568-2587
issn_series 1568-2587
copyrightSpringer Science+Business Media New York 2002
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沙發(fā)
發(fā)表于 2025-3-21 22:13:45 | 只看該作者
Preliminaries,basic definitions and terminology, and of preparing the reader for the analyses presented in the following chapters. We do not attempt to introduce evolution strategies in their full generality, but rather restrict ourselves to real-valued search spaces with fitness functions . . and to . with inter
板凳
發(fā)表于 2025-3-22 00:31:02 | 只看該作者
地板
發(fā)表于 2025-3-22 06:07:33 | 只看該作者
,The (μ, λ)-ES: Distributed Populations,ists of a single candidate solution,for the(μ λ)-ES with p > 1 the population of candidate solutions that emerges in the course of evolution is distributed in search space and needs to be modeled. In the absence of noise, Beyer[20] presented a moment-based analysis of the performance of the(μ λ)-ES
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發(fā)表于 2025-3-22 12:40:18 | 只看該作者
,The (μ/μ, λ)-ES: Genetic Repair,er, we study the effects of global intermediate recombination by investigating the local performance of the (μ/μ, λ)-ES in the spherical environment. Considering this particular form of recombination greatly simplifies the analysis as it involves computing the centroid of the entire parental populat
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發(fā)表于 2025-3-22 14:17:38 | 只看該作者
Comparing Approaches to Noisy Optimization,overvaluation that follow from failure to reevaluate parental fitness along with the problems for success probability-based mutation strength adaptation rules that result. We have investigated the gain that can be achieved by using populations of candidate solutions that are distributed in search sp
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發(fā)表于 2025-3-22 17:54:44 | 只看該作者
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發(fā)表于 2025-3-22 22:56:10 | 只看該作者
duct synthesis.Presents a multidisciplinary approach to the .This thesis addresses fundamental scientific questions such as:.How are complex natural products synthesized in vivo?.Can we replicate these conditions in a laboratory environment?.What is the biological function of such secondary metaboli
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發(fā)表于 2025-3-23 02:20:42 | 只看該作者
Dirk V. Arnoldduct synthesis.Presents a multidisciplinary approach to the .This thesis addresses fundamental scientific questions such as:.How are complex natural products synthesized in vivo?.Can we replicate these conditions in a laboratory environment?.What is the biological function of such secondary metaboli
10#
發(fā)表于 2025-3-23 05:35:03 | 只看該作者
978-1-4613-5397-3Springer Science+Business Media New York 2002
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