| Title:
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GENETIC PROGRAMMING THEORY AND PRACTICE IX
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| By: |
Rick Riolo (Editor), Ekaterina Vladislavleva (Editor), Jason H. Moore (Editor) |
| Format: |
Hardback |
| List price:
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£79.50 |
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| ISBN 10: |
1461417694 |
| ISBN 13: |
9781461417699 |
| Publisher: |
SPRINGER-VERLAG NEW YORK INC. |
| Pub. date: |
28 October, 2011 |
| Edition: |
2011 |
| Series: |
Genetic and Evolutionary Computation |
| Pages: |
264 |
| Description: |
This book describes cutting-edge work on genetic programming (GP) theory, applications of GP, and how theory can be used to guide the application of GP. It demonstrates large-scale applications of GP to a variety of problem domains. |
| Synopsis: |
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. |
| Illustrations: |
XXVIII, 264 p. |
| Publication: |
US |
| Imprint: |
Springer-Verlag New York Inc. |
| Returns: |
Returnable |