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dc.contributor.authorPetrowski, Alain
dc.contributor.authorBen Hamida, Sana
dc.date.accessioned2019-04-05T14:34:30Z
dc.date.available2019-04-05T14:34:30Z
dc.date.issued2017
dc.identifier.isbn978-1848218048en
dc.identifier.urihttps://basepub.dauphine.fr/handle/123456789/18611
dc.language.isoenen
dc.subjectGenetic algorithmsen
dc.subjectAlgorithmes génétiquesen
dc.subjectMétaheuristiquesen
dc.subjectCalcul évolutionnaireen
dc.subject.ddc519.3en
dc.titleEvolutionary Algorithmsen
dc.typeOuvrage
dc.description.abstractenEvolutionary algorithms are bio-inspired algorithms based on Darwin’s theory of evolution. They are expected to provide non-optimal but good quality solutions to problems whose resolution is impracticable by exact methods. In six chapters, this book presents the essential knowledge required to efficiently implement evolutionary algorithms. Chapter 1 describes a generic evolutionary algorithm as well as the basic operators that compose it. Chapter 2 is devoted to the solving of continuous optimization problems, without constraint. Three leading approaches are described and compared on a set of test functions. Chapter 3 considers continuous optimization problems with constraints. Various approaches suitable for evolutionary methods are presented. Chapter 4 is related to combinatorial optimization. It provides a catalog of variation operators to deal with order-based problems. Chapter 5 introduces the basic notions required to understand the issue of multi-objective optimization and a variety of approaches for its application. Finally, Chapter 6 describes different approaches of genetic programming able to evolve computer programs in the context of machine learning.en
dc.publisher.nameJohn Wiley & Sons, Ltden
dc.publisher.cityLondonen
dc.relation.ispartofseriestitleMetaheuristics Seten
dc.relation.ispartofseriesnumber9en
dc.contributor.countryeditoruniversityotherFRANCE
dc.subject.ddclabelProbabilités et mathématiques appliquéesen
dc.identifier.citationdate2017-04
dc.relation.forthcomingnonen
dc.description.ssrncandidatenonen
dc.description.halcandidateouien
dc.description.readershiprechercheen
dc.description.audienceInternationalen
dc.date.updated2019-03-22T09:50:34Z
hal.person.labIds115536
hal.person.labIds989
hal.identifierhal-02091413*


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