A Racing Algorithm for Configuring Metaheuristics

@inproceedings{Birattari2002ARA,
  title={A Racing Algorithm for Configuring Metaheuristics},
  author={Mauro Birattari and Thomas St{\"u}tzle and Lu{\'i}s Paquete and Klaus Varrentrapp},
  booktitle={GECCO},
  year={2002}
}
This paper describes a racing procedure for finding, in a limited amount of time, a configuration of a metaheuristic that performs as good as possible on a given instance class of a combinatorial optimization problem. Taking inspiration from methods proposed in the machine learning literature for model selection through cross-validation, we propose a procedure that empirically evaluates a set of candidate configurations by discarding bad ones as soon as statistically sufficient evidence is… CONTINUE READING
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