This tutorial introduces the CMA Evolution Strategy (ES), where CMA stands
for Covariance Matrix Adaptation. The CMA-ES is a stochastic, or randomized,
method for real-parameter (continuous domain) optimization of non-linear,
non-convex functions. We try to motivate and derive the algorithm from
intuitive concepts and from requirements of non-linear, non-convex search in
continuous domain.
%0 Generic
%1 hansen2016evolution
%A Hansen, Nikolaus
%D 2016
%K derivative\_free, optimization evolution_strategies
%T The CMA Evolution Strategy: A Tutorial
%U http://arxiv.org/abs/1604.00772
%X This tutorial introduces the CMA Evolution Strategy (ES), where CMA stands
for Covariance Matrix Adaptation. The CMA-ES is a stochastic, or randomized,
method for real-parameter (continuous domain) optimization of non-linear,
non-convex functions. We try to motivate and derive the algorithm from
intuitive concepts and from requirements of non-linear, non-convex search in
continuous domain.
@misc{hansen2016evolution,
abstract = {{This tutorial introduces the CMA Evolution Strategy (ES), where CMA stands
for Covariance Matrix Adaptation. The CMA-ES is a stochastic, or randomized,
method for real-parameter (continuous domain) optimization of non-linear,
non-convex functions. We try to motivate and derive the algorithm from
intuitive concepts and from requirements of non-linear, non-convex search in
continuous domain.}},
added-at = {2018-12-07T09:10:16.000+0100},
archiveprefix = {arXiv},
author = {Hansen, Nikolaus},
biburl = {https://www.bibsonomy.org/bibtex/2f671fd1e3b935c99b1f78781edb41a3d/jpvaldes},
citeulike-article-id = {14481976},
citeulike-linkout-0 = {http://arxiv.org/abs/1604.00772},
citeulike-linkout-1 = {http://arxiv.org/pdf/1604.00772},
day = 4,
eprint = {1604.00772},
interhash = {4ef0334eb7645dc6128a9936083f0b33},
intrahash = {f671fd1e3b935c99b1f78781edb41a3d},
keywords = {derivative\_free, optimization evolution_strategies},
month = apr,
posted-at = {2017-11-23 13:52:39},
priority = {2},
timestamp = {2018-12-07T09:33:09.000+0100},
title = {{The CMA Evolution Strategy: A Tutorial}},
url = {http://arxiv.org/abs/1604.00772},
year = 2016
}