preprintarXiv (Cornell University)Apr 4, 2016GREEN OA

The CMA Evolution Strategy: A Tutorial

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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.

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Topics & keywords

Keywords
  • CMA-ES
  • Evolution strategy
  • Domain (mathematical analysis)
  • Mathematical optimization
  • Adaptation (eye)
  • Computer science
  • Regular polygon
  • Mathematics
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