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// Workers AI · dad joke modeWhat did evolution window say? "I've adapted to the view.

From Wikipedia, the free encyclopedia

Evolution window is the narrow band of the mutation step size σ, where significant progress toward the fitness/objective function's optimum was observed in evolution strategies.

There are three well-known methods to adapt the mutation step size σ in evolution strategies:

  • (1/5-th) Success Rule
  • Self-Adaptation (for example through log-normal mutations)
  • Cumulative Step Size Adaptation (CSA)

On simple functions all of them have been empirically shown to keep the step size within the evolution window.

See also

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References

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  • H.-G. Beyer. Toward a Theory of Evolution Strategies: Self-Adaptation. Evolutionary Computation, 3(3), 311-347.
  • Ingo Rechenberg: Evolutionsstrategie '94. Stuttgart: Frommann-Holzboog 1994.