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Genetic Programming Theory and Practice IX - Genetic and Evolutionary Computation (Paperback)
  • Genetic Programming Theory and Practice IX - Genetic and Evolutionary Computation (Paperback)
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Genetic Programming Theory and Practice IX - Genetic and Evolutionary Computation (Paperback)

(editor), (editor), (editor)
£79.50
Paperback 264 Pages / Published: 29/11/2013
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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 include: modularity and scalability; evolvability; human-competitive results; the need for important high-impact GP-solvable problems;; the risks of search stagnation and of cutting off paths to solutions; the need for novelty; empowering GP search with expert knowledge; In addition, GP symbolic regression is thoroughly discussed, addressing such topics as guaranteed reproducibility of SR; validating SR results, measuring and controlling genotypic complexity; controlling phenotypic complexity; identifying, monitoring, and avoiding over-fitting; finding a comprehensive collection of SR benchmarks, comparing SR to machine learning. This text is for all GP explorers. 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.

Publisher: Springer-Verlag New York Inc.
ISBN: 9781461429418
Number of pages: 264
Weight: 450 g
Dimensions: 235 x 155 x 15 mm
Edition: 2011 ed.

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