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Genetic Programming Theory and Practice IX

Genetic Programming Theory and Practice IX


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About the Book

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.


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Product Details
  • ISBN-13: 9781461417699
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Depth: 6
  • Height: 234 mm
  • No of Pages: 264
  • Series Title: Genetic and Evolutionary Computation
  • Weight: 634 gr
  • ISBN-10: 1461417694
  • Publisher Date: 01 Nov 2011
  • Binding: Hardback
  • Edition: 2011
  • Language: English
  • Returnable: Y
  • Spine Width: 18 mm
  • Width: 156 mm


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