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arxiv: cond-mat/9903077 · v1 · submitted 1999-03-04 · ❄️ cond-mat.stat-mech · adap-org· nlin.AO· q-bio.PE

Annealing schedule from population dynamics

classification ❄️ cond-mat.stat-mech adap-orgnlin.AOq-bio.PE
keywords mutationannealingdynamicspopulationratescheduleadaptsalgorithm
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We introduce a dynamical annealing schedule for population-based optimization algorithms with mutation. On the basis of a statistical mechanics formulation of the population dynamics, the mutation rate adapts to a value maximizing expected rewards at each time step. Thereby, the mutation rate is eliminated as a free parameter from the algorithm.

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