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The document presents a study on modeling selection pressure in XCS (eXtended Classifier System) for proportionate and tournament selection methods. It compares the robustness of both selection schemes, highlighting that tournament selection is generally more robust under various conditions, while the effectiveness of proportionate selection depends significantly on fitness separation. The findings emphasize the importance of carefully considering fitness dynamics in practical applications to ensure optimal classifier performance.












































