03258nam 22006495 450 991029998490332120221012181403.03-319-08263-910.1007/978-3-319-08263-9(CKB)3710000000230745(EBL)1968177(OCoLC)890808452(SSID)ssj0001354214(PQKBManifestationID)11705823(PQKBTitleCode)TC0001354214(PQKBWorkID)11327129(PQKB)11449151(MiAaPQ)EBC1968177(DE-He213)978-3-319-08263-9(PPN)181353555(EXLCZ)99371000000023074520140906d2014 u| 0engur|n|---|||||txtccrModern Optimization with R /by Paulo Cortez1st ed. 2014.Cham :Springer International Publishing :Imprint: Springer,2014.1 online resource (182 p.)Use R!,2197-5736Description based upon print version of record.3-319-08262-0 Includes bibliographical references and index.1. Introduction -- 2. R Basics -- 3. Blind Search -- 4. Local Search -- 5. Population-Based Search -- 6. Multi-Objective Optimization -- 7. Applications.The goal of this book is to gather in a single document the most relevant concepts related to modern optimization methods, showing how such concepts and methods can be addressed using the open source, multi-platform R tool. Modern optimization methods, also known as metaheuristics, are particularly useful for solving complex problems for which no specialized optimization algorithm has been developed. These methods often yield high quality solutions with a more reasonable use of computational resources (e.g. memory and processing effort). Examples of popular modern methods discussed in this book are: simulated annealing; tabu search; genetic algorithms; differential evolution; and particle swarm optimization. This book is suitable for undergraduate and graduate students in Computer Science, Information Technology, and related areas, as well as data analysts interested in exploring modern optimization methods using R.Use R!,2197-5736Mathematical optimizationR (Computer program language)Optimizationhttps://scigraph.springernature.com/ontologies/product-market-codes/M26008Continuous Optimizationhttps://scigraph.springernature.com/ontologies/product-market-codes/M26030Discrete Optimizationhttps://scigraph.springernature.com/ontologies/product-market-codes/M26040Mathematical optimization.R (Computer program language)Optimization.Continuous Optimization.Discrete Optimization.519.502855133Cortez Pauloauthttp://id.loc.gov/vocabulary/relators/aut524960MiAaPQMiAaPQMiAaPQBOOK9910299984903321Modern optimization with R821085UNINA