Foundations of Genetic Programming
Author | : William B. Langdon |
Publisher | : Springer Science & Business Media |
Total Pages | : 265 |
Release | : 2013-03-09 |
ISBN-10 | : 9783662047262 |
ISBN-13 | : 3662047268 |
Rating | : 4/5 (268 Downloads) |
Download or read book Foundations of Genetic Programming written by William B. Langdon and published by Springer Science & Business Media. This book was released on 2013-03-09 with total page 265 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is one of the only books to provide a complete and coherent review of the theory of genetic programming (GP). In doing so, it provides a coherent consolidation of recent work on the theoretical foundations of GP. A concise introduction to GP and genetic algorithms (GA) is followed by a discussion of fitness landscapes and other theoretical approaches to natural and artificial evolution. Having surveyed early approaches to GP theory it presents new exact schema analysis, showing that it applies to GP as well as to the simpler GAs. New results on the potentially infinite number of possible programs are followed by two chapters applying these new techniques.