03108nam 22006735 450 991073940320332120251202151513.03-319-33383-610.1007/978-3-319-33383-0(CKB)3710000000717990(DE-He213)978-3-319-33383-0(MiAaPQ)EBC4533414(PPN)194078213(EXLCZ)99371000000071799020160525d2016 u| 0engurnn|008mamaatxtrdacontentcrdamediacrrdacarrierMachine Learning for Evolution Strategies /by Oliver Kramer1st ed. 2016.Cham :Springer International Publishing :Imprint: Springer,2016.1 online resource (IX, 124 p. 38 illus. in color.) Studies in Big Data,2197-6511 ;203-319-33381-X Includes bibliographical references at the end of each chapters and index.Part I Evolution Strategies -- Part II Machine Learning -- Part III Supervised Learning.This book introduces numerous algorithmic hybridizations between both worlds that show how machine learning can improve and support evolution strategies. The set of methods comprises covariance matrix estimation, meta-modeling of fitness and constraint functions, dimensionality reduction for search and visualization of high-dimensional optimization processes, and clustering-based niching. After giving an introduction to evolution strategies and machine learning, the book builds the bridge between both worlds with an algorithmic and experimental perspective. Experiments mostly employ a (1+1)-ES and are implemented in Python using the machine learning library scikit-learn. The examples are conducted on typical benchmark problems illustrating algorithmic concepts and their experimental behavior. The book closes with a discussion of related lines of research.Studies in Big Data,2197-6511 ;20Computational intelligenceComputer simulationData miningSystem theoryArtificial intelligenceComputational IntelligenceComputer ModellingData Mining and Knowledge DiscoveryComplex SystemsArtificial IntelligenceComputational intelligence.Computer simulation.Data mining.System theory.Artificial intelligence.Computational Intelligence.Computer Modelling.Data Mining and Knowledge Discovery.Complex Systems.Artificial Intelligence.006.31Kramer Oliverauthttp://id.loc.gov/vocabulary/relators/aut761919MiAaPQMiAaPQMiAaPQBOOK9910739403203321Machine Learning for Evolution Strategies1543088UNINA