{ "id": "cond-mat/9903077", "version": "v1", "published": "1999-03-04T16:48:24.000Z", "updated": "1999-03-04T16:48:24.000Z", "title": "Annealing schedule from population dynamics", "authors": [ "Stefan Bornholdt" ], "comment": "6 pages RevTeX, 4 figures PostScript; to be published in Phys. Rev. E", "journal": "Phys. Rev. E 59 (1999) 3942-3946", "doi": "10.1103/PhysRevE.59.3942", "categories": [ "cond-mat.stat-mech", "adap-org", "nlin.AO", "q-bio.PE" ], "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.", "revisions": [ { "version": "v1", "updated": "1999-03-04T16:48:24.000Z" } ], "analyses": { "keywords": [ "population dynamics", "annealing schedule", "mutation rate adapts", "free parameter", "statistical mechanics formulation" ], "tags": [ "journal article" ], "publication": { "publisher": "APS", "journal": "Phys. Rev. E" }, "note": { "typesetting": "RevTeX", "pages": 6, "language": "en", "license": "arXiv", "status": "editable" } } }