{"product_id":"data-driven-evolutionary-optimization-yaochu-jin-9783030746421","title":"Data-Driven Evolutionary Optimization: Integrating Evolutionary Computation, Machine Learning and Data Science","description":"\u003cp\u003eIntended for researchers and practitioners alike, this book covers carefully selected yet broad topics in optimization, machine learning, and metaheuristics. Written by world-leading academic researchers who are extremely experienced in industrial applications, this self-contained book is the first of its kind that provides comprehensive background knowledge, particularly practical guidelines, and state-of-the-art techniques. New algorithms are carefully explained, further elaborated with pseudocode or flowcharts, and full working source code is made freely available. \u003c\/p\u003e \u003cp\u003eThis is followed by a presentation of a variety of data-driven single- and multi-objective optimization algorithms that seamlessly integrate modern machine learning such as deep learning and transfer learning with evolutionary and swarm optimization algorithms. Applications of data-driven optimization ranging from aerodynamic design, optimization of industrial processes, to deep neural architecture search are included.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Yaochu Jin, Handing Wang, Chaoli Sun\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 3030746429\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783030746421\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/30\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 393\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.29lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.86d","brand":"Yaochu Jin","offers":[{"title":"Paperback","offer_id":44078780350719,"sku":"9783030746421","price":179.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_4ef74cf4-2e05-4bf2-8ee4-989ea86bc4d5.jpg?v=1685477474","url":"https:\/\/www.whiterainbookhouse.com\/products\/data-driven-evolutionary-optimization-yaochu-jin-9783030746421","provider":"WR Book House","version":"1.0","type":"link"}