{"product_id":"9783540237747","title":"Studies in Fuzziness and Soft Computing: Toward a New Generation of Evolutionary Algorithms","description":"\u003ch1\u003eStudies in Fuzziness and Soft Computing: Toward a New Generation of Evolutionary Algorithms\u003c\/h1\u003e \u003ch2\u003ePelikan, Martin\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\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 \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2005-02-01\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9783540237747\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/b10910\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 166\u003c\/p\u003e ","brand":"Springer Berlin Heidelberg","offers":[{"title":"Default Title","offer_id":46915101851788,"sku":"9783540237747","price":49.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783540237747.jpg?v=1774490612","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783540237747","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}