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The Application of Genetic Programming to General Purpose GPU Computation

Overview Genetic programming is a natural computing approach developed by John Koza. It differs from many earlier approaches in that it has no phenotype/genotype distinction. In the traditional GA for example individuals are represented at the genotype level by a bit vector. The genetic operations of crossover and mutation are performed on this bit vector. The fitness of the individual is determined by interpreting the values of the bit vector in the context of the problem domain - effectively the analogue of the biological phenotype mapping from DNA. In Genetic Programming however the individual is the implementation of the solution in a programming language. The fitness is determined by simply evaluating the individual and rating its suitability.

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Publisher
University College Dublin
File Format
PDF
Date Published
Jan 9, 2009
Format
White Papers
Topics
Programming Languages, Software Engineering

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