Genetic Programming Theory and Practice IX (Genetic and Evolutionary Computation)

Rick Riolo, Ekaterina Vladislavleva, Jason H. Moore

ISBN 10: 1461429412 / ISBN 13: 9781461429418

Published by Springer 2013-11-29, 2013

About this Item

Seller Inventory # 6666-IUK-9781461429418

Bibliographic Details

• Title: Genetic Programming Theory and Practice IX (Genetic and Evolutionary Computation)
• Publisher: Springer 2013-11-29
• Publication Date: 2013
• Language: English
• ISBN 10: 1461429412
• ISBN 13: 9781461429418
• Binding: Paperback
• Condition: New

About this title

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.