{"product_id":"hierarchical-bayesian-optimization-algorithm-toward-a-new-generation-of-evolutionary-algorithms-von-martin-pelikan","title":"Hierarchical Bayesian Optimization Algorithm","description":"\n                                \n                \u003cp\u003eThis book provides a framework for the design of competent optimization techniques by combining advanced evolutionary algorithms with state-of-the-art machine learning techniques. The primary focus of the book is on two algorithms that replace traditional variation operators of evolutionary algorithms, by learning and sampling Bayesian networks: the Bayesian optimization algorithm (BOA) and the hierarchical BOA (hBOA). They provide a scalable solution to a broad class of problems. The book provides an overview of evolutionary algorithms that use probabilistic models to guide their search, motivates and describes BOA and hBOA in a way accessible to a wide audience, and presents numerous results confirming that they are revolutionary approaches to black-box optimization.\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783642062735\"\u003e\u003ch3\u003eToward a New Generation of Evolutionary Algorithms\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783642062735","offer_id":39432019476573,"sku":"9783642062735","price":53.49,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/99fc6d39-90ca-4677-ab3a-e76b8c7f8fd3.jpg?v=1774157416","url":"https:\/\/shop.autorenwelt.de\/en\/products\/hierarchical-bayesian-optimization-algorithm-toward-a-new-generation-of-evolutionary-algorithms-von-martin-pelikan","provider":"Autorenwelt Shop","version":"1.0","type":"link"}