Genetic Programming Theory and Practice XVI

Lieferzeit: Lieferbar innerhalb 14 Tagen

149,79 €

Genetic and Evolutionary Computation

ISBN: 3030047342
ISBN 13: 9783030047344
Herausgeber: Wolfgang Banzhaf/Lee Spector/Leigh Sheneman
Verlag: Springer Verlag GmbH
Umfang: xxi, 234 S., 18 s/w Illustr., 47 farbige Illustr., 234 p. 65 illus., 47 illus. in color.
Erscheinungsdatum: 04.02.2019
Auflage: 1/2019
Produktform: Gebunden/Hardback
Einband: Gebunden

Provides papers describing cutting-edge work on the theory and applications of genetic programming (GP)Offers large-scale, real-world applications (big data) of GP to a variety of problem domains, including commercial and scientific applications as well as financial and insurance problemsExplores controlled semantics, lexicase and other selection methods, crossover techniques, diversity analysis and understanding of convergence tendencies

Artikelnummer: 5759100 Kategorie:

Beschreibung

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: evolving developmental programs for neural networks solving multiple problems, tangled program, transfer learning and outlier detection using GP, program search for machine learning pipelines in reinforcement learning, automatic programming with GP, new variants of GP, like SignalGP, variants of lexicase selection, and symbolic regression and classification techniques. The volume includes several chapters on best practices and lessons learned from hands-on experience. 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.

Herstellerkennzeichnung:


Springer Verlag GmbH
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E-Mail: juergen.hartmann@springer.com

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