Genetic Programming Theory and Practice IX is popular PDF and ePub book, written by Rick Riolo in 2011-11-02, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Genetic Programming Theory and Practice IX can be Read Online from any device for your convenience.
Genetic Programming Theory and Practice IX Book PDF 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.
Detail Book of Genetic Programming Theory and Practice IX PDF
- Author : Rick Riolo
- Release : 02 November 2011
- Publisher : Springer Science & Business Media
- ISBN : 9781461417705
- Genre : Computers
- Total Page : 288 pages
- Language : English
- PDF File Size : 19,9 Mb
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