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Machine Learning for Evolution Strategies

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Machine Learning for Evolution Strategies
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This book introduces numerous algorithmic hybridizations between both worlds that show how machine learning can improve and support evolution strategies. The set of methods comprises covariance matrix estimation, meta-modeling of fitness and constraint functions, dimensionality reduction for search and visualization of high-dimensional optimization processes, and clustering-based niching. After giving an introduction to evolution strategies and machine learning, the book builds the bridge between both worlds with an algorithmic and experimental perspective. Experiments mostly employ a (1+1)-ES and are implemented in Python using the machine learning library scikit-learn. The examples are conducted on typical benchmark problems illustrating algorithmic concepts and their experimental behavior. The book closes with a discussion of related lines of research.

Informacija

Autorius: Oliver Kramer
Leidėjas: Springer
Išleidimo metai: 2018
Knygos puslapių skaičius: 133
ISBN-13: 9783319815008
Formatas: 6.1 x 0.31 x 9.25 inches. Knyga minkštu viršeliu
Kalba: Anglų

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