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Carte Machine Learning for Evolution Strategies Oliver Kramer

Machine Learning for Evolution Strategies

Autor: Oliver Kramer
Limbă: engleză
Legare: Carte broșată
Editura: Springer International Publishing AG
Disponibilitate: În depozitul extern în cantități mici
Expediem în 13-18 zile
583.60 lei
This book introduces numerous algorithmic hybridizations between both worlds that show how machine l...

Informații despre carte

Autor
Oliver Kramer
Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2018
Pagini
124
EAN
9783319815008
ISBN
9783319815008
Enbook ID
19703722
Editura
Springer International Publishing AG
Greutate
2175
Dimensiuni
155 x 235 x 7

Descriere completă

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.

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