{"product_id":"self-adaptive-heuristics-for-evolutionary-computation-von-oliver-kramer-1","title":"Self-Adaptive Heuristics for Evolutionary Computation","description":"\n                                \n                \u003cp\u003eEvolutionary algorithms are successful biologically inspired meta-heuristics. Their success depends on adequate parameter settings. The question arises: how can evolutionary algorithms learn parameters automatically during the optimization? Evolution strategies gave an answer decades ago: self-adaptation. Their self-adaptive mutation control turned out to be exceptionally successful. But nevertheless self-adaptation has not achieved the attention it deserves.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eThis book introduces various types of self-adaptive parameters for evolutionary computation. Biased mutation for evolution strategies is useful for constrained search spaces. Self-adaptive inversion mutation accelerates the search on combinatorial TSP-like problems. After the analysis of self-adaptive crossover operators the book concentrates on premature convergence of self-adaptive mutation control at the constraint boundary. Besides extensive experiments, statistical tests and some theoretical investigations enrich the analysis of the proposed concepts.\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783540692805\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783642088780\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Hardcover - 9783540692805","offer_id":40572815835229,"sku":"9783540692805","price":106.99,"currency_code":"EUR","in_stock":true},{"title":"Softcover - 9783642088780","offer_id":39426761523293,"sku":"9783642088780","price":106.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/855fcbd3-eee1-4aac-9b18-ea8f6a7a5898.jpg?v=1774678898","url":"https:\/\/shop.autorenwelt.de\/en\/products\/self-adaptive-heuristics-for-evolutionary-computation-von-oliver-kramer-1","provider":"Autorenwelt Shop","version":"1.0","type":"link"}