The theory of evolution strategies
The theory of evolution strategies
Step length adaptation on ridge functions
Evolutionary Computation
On strategy parameter control by Meta-ES
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Searching for balance: understanding self-adaptation on ridge functions
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
On the performance of (1, λ)-evolution strategies for theridge function class
IEEE Transactions on Evolutionary Computation
Controlling population size and mutation strength by Meta-ES under fitness noise
Proceedings of the twelfth workshop on Foundations of genetic algorithms XII
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This paper investigates mutation strength control using Meta-ES on the sharp ridge. The asymptotical analysis presented allows for the prediction of the dynamics in ridge as well as in radial direction. Being based on this analysis the problem of the choice of population size λ and isolation parameter γ will be tackled. Remarkably, the qualitative convergence behavior is not determined by γ alone, but rather by the number of function evaluations λ γ devoted to the inner ES.