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Genetic Programming Theory and Practice IX : Genetic Programming Theory and Practice Ix - Rick Riolo

Genetic Programming Theory and Practice IX

Genetic Programming Theory and Practice Ix

By: Rick Riolo, ?Ekaterina Vladislavleva, ?Jason H. Moore

eText | 2 November 2011 | Edition Number 1

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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.
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Non-FictionComputing & I.T.Computer ScienceArtificial IntelligenceComputer Programming & Software DevelopmentAlgorithms & Data StructuresBusiness & ManagementOperational ResearchScienceBiology, Life SciencesLife Sciences in GeneralGenetics excluding Medical

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