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Genetic Programming Theory and Practice IX

Name: Genetic Programming Theory and Practice IX
Brand: Springer, Berlin
SKU: 01427067
Price: 50.43 EUR
Availability: InStock
Author: Rick Riolo
ISBN: 9781461417699

Rick Riolo

Ekaterina Vladislavleva

Jason H. Moore

Language

English

Book Hardback

Libristo code: 01427067

Publishers Springer, Berlin, November 2011

These contributions, written by the foremost international researchers and practitioners of Genetic... Full description

Libristo code: 01427067

122 b

50.43 €

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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.