PaulEnglert / repulsergp

Adaption of Genetic Programming to limit Overfitting

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Repulser GP

Adaption of Genetic Programming to limit Overfitting

Idea

Detect overfitting solutions during execution of Genetic Programming and classify these as repulsers. In further generations transform standard GP into a multi-objective system, with objectives made of the fitness of the solutions and a distance metric to the repulsers. By maximizing the distance to repulsers and still looking for improved fitness, the system should help to limit overfitting of long running executions.

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Adaption of Genetic Programming to limit Overfitting


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