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Cartesian Genetic Programming Julian F. Miller

Cartesian Genetic Programming By Julian F. Miller

Cartesian Genetic Programming by Julian F. Miller


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Summary

Cartesian Genetic Programming (CGP) is a highly effective and increasingly popular form of genetic programming.

Cartesian Genetic Programming Summary

Cartesian Genetic Programming by Julian F. Miller

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.

About Julian F. Miller

The author has a degree in physics and a Ph.D. in nonlinear mathematics. He worked at Napier University and the University of Birmingham University, and he's now a lecturer in the Dept. of Electronics at The University of York. He has chaired many international conferences and workshops in genetic programming and evolvable hardware; he cofounded one of the key evolutionary computing journals; he has authored over 150 publications in the area; and he is the coinventor of the Cartesian GP method.

Table of Contents

Introduction.- Cartesian Genetic Programming.- Modular Cartesian Genetic Programming.- Self-modifying Cartesian Genetic Programming.- Evolution of Electronic Circuits.- Image Processing.- Developmental Approaches.- Artificial Neural Approaches.- Medical Applications.- Hardware Acceleration.- Control Applications.- Evolutionary Art.- Future Directions.- App. A, A Bibliography of CGP Papers.- App. B, CGP Software.

Additional information

NLS9783642269981
9783642269981
3642269982
Cartesian Genetic Programming by Julian F. Miller
New
Paperback
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
2013-11-27
346
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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