Quick start guide for ParamILS
نویسنده
چکیده
Users can also choose from a multitude of optimization objectives, reaching from minimizing average runtime to maximizing median approximation qualities. ParamILS then executes algorithm A with different combinations of parameters on instances sampled from S, searching for the configuration that yields overall best performance across the benchmark problems. For details, see Frank Hutter, Holger Hoos, and Thomas Stützle. Automatic Algorithm Configuration based on Local Search. In Proceedings of the Twenty-Second Conference on Artificial Intelligence (AAAI-07). If you use ParamILS in your research, please cite this article.
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Configuring parameter settings for ant colony optimisation (ACO) based algorithms is a challenging and time consuming task, because it usually requires evaluating a large number of parameter combinations to find the most appropriate setting. In this study, a multilevel ParamILS (MParamILS) technique, that combines a graph coarsening method and the ParamILS framework, has been developed for conf...
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