Articoli correlati a Genetic Programming Theory and Practice XI
- EditoreSpringer
- Data di pubblicazione2016
- ISBN 10 1493955632
- ISBN 13 9781493955633
- RilegaturaCopertina flessibile
- Numero di pagine244
- RedattoreRiolo Rick, Moore Jason H., Kotanchek Mark
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Genetic Programming Theory and Practice XI (Genetic and Evolutionary Computation)
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Genetic Programming Theory and Practice XI
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Springer New York Aug 2016, 2016
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ISBN 13: 9781493955633
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Taschenbuch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -These contributions, written by the foremost international researchers and practitioners of Genetic Programming (GP), explore the synergy between theoretical and empirical results on real-world problems, producing a comprehensive view of the state of the art in GP. Topics in this volume include: evolutionary constraints, relaxation of selection mechanisms, diversity preservation strategies, flexing fitness evaluation, evolution in dynamic environments, multi-objective and multi-modal selection, foundations of evolvability, evolvable and adaptive evolutionary operators, foundation of injecting expert knowledge in evolutionary search, analysis of problem difficulty and required GP algorithm complexity, foundations in running GP on the cloud - communication, cooperation, flexible implementation, and ensemble methods. Additional focal points for GP symbolic regression are: (1) The need to guarantee convergence to solutions in the function discovery mode; (2) Issues on model validation; (3) The need for model analysis workflows for insight generation based on generated GP solutions - model exploration, visualization, variable selection, dimensionality analysis; (4) Issues in combining different types of data. Readers will discover large-scale, real-world applications of GP to a variety of problem domains via in-depth presentations of the latest and most significant results. 244 pp. Englisch. Codice articolo 9781493955633
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Genetic Programming Theory and Practice 11
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Genetic Programming Theory and Practice 11
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Genetic Programming Theory and Practice XI
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Springer-Verlag New York Inc., 2016
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ISBN 13: 9781493955633
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Genetic Programming Theory and Practice XI
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Taschenbuch. Condizione: Neu. Druck auf Anfrage Neuware - Printed after ordering - These contributions, written by the foremost international researchers and practitioners of Genetic Programming (GP), explore the synergy between theoretical and empirical results on real-world problems, producing a comprehensive view of the state of the art in GP. Topics in this volume include: evolutionary constraints, relaxation of selection mechanisms, diversity preservation strategies, flexing fitness evaluation, evolution in dynamic environments, multi-objective and multi-modal selection, foundations of evolvability, evolvable and adaptive evolutionary operators, foundation of injecting expert knowledge in evolutionary search, analysis of problem difficulty and required GP algorithm complexity, foundations in running GP on the cloud - communication, cooperation, flexible implementation, and ensemble methods. Additional focal points for GP symbolic regression are: (1) The need to guarantee convergence to solutions in the function discovery mode; (2) Issues on model validation; (3)The need for model analysis workflows for insight generation based on generated GP solutions - model exploration, visualization, variable selection, dimensionality analysis; (4) Issues in combining different types of data. Readers will discover large-scale, real-world applications of GP to a variety of problem domains via in-depth presentations of the latest and most significant results. Codice articolo 9781493955633
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Genetic Programming Theory and Practice XI
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Condizione: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Describes cutting-edge work on genetic programming (GP) theory, applications of GP and how theory can be used to guide application of GPDemonstrates large-scale applications of GP to a variety of problem domainsReveals an inspiring synergy . Codice articolo 447956571
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