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Annealing schedule from population dynamics | | Stefan Bornholdt
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4 Mar 1999 | | Journal: | Phys. Rev. E 59 (1999) 3942-3946 | | Subject: | Statistical Mechanics; Adaptation and Self-Organizing Systems; Populations and Evolution | cond-mat.stat-mech adap-org nlin.AO q-bio.PE | | Affiliation: | Kiel University | | Abstract: | 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. | | Source: | arXiv, cond-mat/9903077 | | Services: | Forum | Review | PDF | Favorites | |
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