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Machine Learning for Evolution Strategies (Studies in Big Data)

Oliver Kramer




[PDF.wi51] Machine Learning for Evolution Strategies (Studies in Big Data)

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 | #730774 in Books |  2016-05-26 | Original language:English | PDF # 1 |  9.21 x.38 x6.14l,.0 | File type: PDF | 124 pages

||From the Back Cover||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

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 b...

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