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Session:

Workshop - EvoDOP

Title:

Learning Environment Dynamics From Self-Adaptation

   

Authors:

Amine Boumaza

   

Abstract:

We present an experimental study that shows a relationship between thedynamics of the environment and the adaptation of strategy parameters.Experiments conducted on two adaptive evolutionary strategies SA-ES andCMA-ES on the dynamic sphere function, show that the nature of themovements of the function's optimum are reflected in the evolution of the mutation steps. Three types of movements are presented: constant,linear and quadratic velocity, in all, the evolution of mutation stepsduring adaptation reflect distinctly the nature of the movements.Furthermore with CMA-ES, the direction of movement of the optimum canbe extracted.

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