03125nam 22005655 450 991025417050332120230717191137.03-319-52156-X10.1007/978-3-319-52156-5(CKB)3710000001041167(DE-He213)978-3-319-52156-5(MiAaPQ)EBC6306502(MiAaPQ)EBC5590682(Au-PeEL)EBL5590682(OCoLC)969344131(PPN)198340540(EXLCZ)99371000000104116720170107d2017 u| 0engurnn#008mamaatxtrdacontentcrdamediacrrdacarrierGenetic Algorithm Essentials /by Oliver Kramer1st ed. 2017.Cham :Springer International Publishing :Imprint: Springer,2017.1 online resource (IX, 92 p. 38 illus. in color.)Studies in Computational Intelligence,1860-949X ;6793-319-52155-1 Includes bibliographical references and index.Part I: Foundations -- Introduction -- Genetic Algorithms -- Parameters -- Part II: Solution Spaces -- Multimodality -- Constraints -- Multiple Objectives -- Part III: Advanced Concepts -- Theory -- Machine Learning -- Applications -- Part IV: Ending -- Summary and Outlook -- Index -- References.This book introduces readers to genetic algorithms (GAs) with an emphasis on making the concepts, algorithms, and applications discussed as easy to understand as possible. Further, it avoids a great deal of formalisms and thus opens the subject to a broader audience in comparison to manuscripts overloaded by notations and equations. The book is divided into three parts, the first of which provides an introduction to GAs, starting with basic concepts like evolutionary operators and continuing with an overview of strategies for tuning and controlling parameters. In turn, the second part focuses on solution space variants like multimodal, constrained, and multi-objective solution spaces. Lastly, the third part briefly introduces theoretical tools for GAs, the intersections and hybridizations with machine learning, and highlights selected promising applications.Studies in Computational Intelligence,1860-949X ;679Computational intelligenceArtificial intelligenceComputational Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/T11014Artificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Computational intelligence.Artificial intelligence.Computational Intelligence.Artificial Intelligence.519.7Kramer Oliverauthttp://id.loc.gov/vocabulary/relators/aut761919MiAaPQMiAaPQMiAaPQBOOK9910254170503321Genetic Algorithm Essentials2041865UNINA