By Pier Luca Lanzi, Wolfgang Stolzmann, Stewart W. Wilson
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Extra info for Advances in learning classifier systems: third international workshop, IWLCS 2000, Paris, France, September 15-16, 2000 : revised papers
The ACS stores its knowledge in rules, which are called classifiers. , ιm }). e. e. a ’pass-through’ symbol) predicts that the corresponding detector value does not change after the execution of the action A. Furthermore, each classifier cl has got the following parameters: Probability-Enhanced Predictions in the Anticipatory Classifier System 39 – The quality q ∈ [0, 1] measures the accuracy of the anticipations. – The reward measure r ∈ predicts the payoff from an environment. – The time stamp ts specifies the time when last the GA was applied in a set where cl was in.
Tomlinson, A. (2000) Self-Adaptive Mutation in Classifier System Controllers. In J-A. Meyer, A. Berthor, D. Floreano, H. W. Wilson (eds) From Animals to Animats 6 - The Sixth International Conference on the Simulation of Adaptive Behaviour, MIT Press. W. J. (1991) Letter Recognition using Holland-style Adaptive Classifiers. Machine Learning 6:161-182. Goldberg, D. & Segrest, P. (1987) Finite Markov Chain Analysis of Genetic Algorithms. J. ) Proceedings of the Second International Conference on Genetic Algorithms, Lawrence Erlbaum, pp1-7.
Eiben, T. Bäck, M. Schoenauer & H-P. ) Parallel Problem Solving from Nature - PPSN V, Springer, pp. 550-559. Watkins, C. (1989) Learning from Delayed Rewards. PhD Dissertation, Cambridge. H. (1999) An Approach to Credit Assignment in Classifier Systems. Complexity 4(2): 36 L. W. (1994) ZCS: A Zeroth-level Classifier System. Evolutionary Computation 2(1):118. W. (1995) Classifier Fitness Based on Accuracy. Evolutionary Computation 3(2):149-177. Probability-Enhanced Predictions in the Anticipatory Classifier System Martin V.
Advances in learning classifier systems: third international workshop, IWLCS 2000, Paris, France, September 15-16, 2000 : revised papers by Pier Luca Lanzi, Wolfgang Stolzmann, Stewart W. Wilson