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Focusing on the theoretical foundations of genetic programming (GP), this book explores its successful applications in various fields and the underlying mechanisms that drive its effectiveness. It begins with an introduction to GP and genetic algorithms, then delves into fitness landscapes and theoretical frameworks of evolution. By reviewing early GP theories and presenting new exact schema analyses, it reveals insights applicable to both GP and genetic algorithms. The discussion culminates in new findings on the vast potential of program generation, supported by practical applications of these techniques.
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Foundations of Genetic Programming, William B. Langdon, Riccardo Poli
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- 2010
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