03350nam 22006375 450 991048871790332120251113182200.09783030746407303074640210.1007/978-3-030-74640-7(CKB)5590000000517984(MiAaPQ)EBC6675947(Au-PeEL)EBL6675947(OCoLC)1258653446(PPN)258059079(DE-He213)978-3-030-74640-7(EXLCZ)99559000000051798420210628d2021 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierData-Driven Evolutionary Optimization Integrating Evolutionary Computation, Machine Learning and Data Science /by Yaochu Jin, Handing Wang, Chaoli Sun1st ed. 2021.Cham :Springer International Publishing :Imprint: Springer,2021.1 online resource (408 pages)Studies in Computational Intelligence,1860-9503 ;9759783030746391 3030746399 Introduction to Optimization -- Classical Optimization Algorithms -- Evolutionary and Swarm Optimization -- Introduction to Machine Learning -- Data-Driven Surrogate-Assisted Evolutionary Optimization -- Multi-Surrogate-Assisted Single-Objective Optimization -- Surrogate-Assisted Multi-Objective Evolutionary Optimization.Intended 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. This 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.Studies in Computational Intelligence,1860-9503 ;975EngineeringData processingComputational intelligenceArtificial intelligenceData EngineeringComputational IntelligenceArtificial IntelligenceEngineeringData processing.Computational intelligence.Artificial intelligence.Data Engineering.Computational Intelligence.Artificial Intelligence.620.00285Jin Yaochu977855Wang HandingSun ChaoliMiAaPQMiAaPQMiAaPQBOOK9910488717903321Data-Driven Evolutionary Optimization2227712UNINA