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The emergence of eXtended Classifier Systems (XCS) raised the bar for Learning Classifier Systems by incorporating the accuracies of the rules in the LCS's traditional reinforcement mechanism. However, neither XCS nor its extensions take into account the nature of a classifier's experience of attending the action set. We introduce an experience–evaluation mechanism that, once added to the traditional...
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