Genetic Programming Theory and Practice IX
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 sca...
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Main Author: | |
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Corporate Author: | |
Other Authors: | , |
Format: | Electronic eBook |
Language: | English |
Published: |
New York, NY :
Springer New York,
2011.
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Series: | Genetic and evolutionary computation series.
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Subjects: | |
Online Access: |
Full text (Wentworth users only). |
Summary: | 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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Physical Description: | XXVII, 263 pages 57 illustrations, 4 illustrations in color : digital. |
ISBN: | 9781461417705 |
ISSN: | 1932-0167 |
DOI: | 10.1007/978-1-4614-1770-5 |