Cartesian Genetic Programming

By Julian F. Miller

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Cartesian Genetic Programming (CGP) is a highly effective and increasingly popular form of genetic programming. This book contains chapters written by the leading figures in the development and application of CGP.

Full Description

  • ISBN13: 978-3-6421-7309-7
  • 366 Pages
  • User Level: Science
  • Publication Date: September 18, 2011
  • Available eBook Formats: PDF
  • eBook Price: $129.00
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Full Description
Cartesian Genetic Programming (CGP) is a highly effective and increasingly popular form of genetic programming. It represents programs in the form of directed graphs, and a particular characteristic is that it has a highly redundant genotype–phenotype mapping, in that genes can be noncoding. It has spawned a number of new forms, each improving on the efficiency, among them modular, or embedded, CGP, and self-modifying CGP. It has been applied to many problems in both computer science and applied sciences. This book contains chapters written by the leading figures in the development and application of CGP, and it will be essential reading for researchers in genetic programming and for engineers and scientists solving applications using these techniques. It will also be useful for advanced undergraduates and postgraduates seeking to understand and utilize a highly efficient form of genetic programming. 
Table of Contents

Table of Contents

  1. Introduction.
  2. Cartesian Genetic Programming.
  3. Modular Cartesian Genetic Programming.
  4. Self
  5. modifying Cartesian Genetic Programming.
  6. Evolution of Electronic Circuits.
  7. Image Processing.
  8. Developmental Approaches.
  9. Artificial Neural Approaches.
  10. Medical Applications.
  11. Hardware Acceleration.
  12. Control Applications.
  13. Evolutionary Art.
  14. Future Directions.
  15. App. A, A Bibliography of CGP Papers.
  16. App. B, CGP Software.
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