Genetic Programming Theory and Practice IX
Format: Hardcover
ISBN13: 9781461417699
Hardcover|9781461417699
Out of Stock
Overview
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-13 | 9781461417699 |
|---|---|
| ISBN-10 | 1461417694 |
| Weight | 1.34 Pounds |
| Dimensions | 6.14 x 0.69 x 9.21 In |
| List Price | $54.99 |
| Edition | 1st Edition |
| Format | Hardcover |
|---|---|
| Language | English |
| Pages | xxviii, 264 pages |
| Publisher | Springer |
| Published On | 2011-11-01 |
View All Offers
Sort by:
Price
