Overview

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.
ISBN-13

9781461429418

ISBN-10

1461429412

Weight

0.99 Pounds

Dimensions

6.10 x 0.69 x 9.25 In

List Price

$54.99

Edition

1st Edition

Format

Paperback

Language

English

Pages

xxviii, 264 pages

Publisher

Springer

Published On

2013-11-29


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Alibris
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Genetic and Evolutionary Computation . XXVIII, 264 p. Intended for professional and scholarly audi...
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Access codes and supplements are not guaranteed with used items. May be an ex-library book.
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