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Genetic Programming Theory and Practice IX

Genetic Programming Theory and Practice IX

by Ekaterina VladislavlevaRick Riolo and Jason H. Moore
Paperback
Publication Date: 29/11/2013
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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.
ISBN:
9781461429418
9781461429418
Category:
Artificial intelligence
Format:
Paperback
Publication Date:
29-11-2013
Language:
English
Publisher:
Springer-Verlag New York Inc.
Country of origin:
United States
Pages:
264
Dimensions (mm):
235x155x15mm
Weight:
0.45kg

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