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Titlebook: Rule-Based Evolutionary Online Learning Systems; A Principled Approac Martin V. Butz Book 2006 Springer-Verlag Berlin Heidelberg 2006 Artif

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Simple Learning Classifier Systems, (Holland, 1975). The classifier population codes the current knowledge of the LCS. The evaluation mechanism estimates and propagates rule utility. Based on the estimated utilities, the evolutionary mechanism generates offspring classifiers and deletes less useful classifiers.
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The XCS Classifier System,ions instead of from the reward predictions themselves. In effect, XCS is designed to not only evolve a representation of the best solution for all possible problem instances but rather to evolve a complete and accurate . of all possible solutions for all possible problem instances.
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When XCS Works: Towards Computational Complexity,iable fitness pressure, offspring should be selected using . with tournament sizes proportional to the current action set size to ensure a constant minimal pressure towards selecting better offspring in action sets.
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