Zcs: A zeroth level classifier system
作者： Stewart W. Wilson
关键词: Learning classifier system 、 Genetic programming 、 Action selection 、 Margin classifier 、 Q-learning 、 Artificial intelligence 、 Zeroth law of thermodynamics 、 Pattern recognition 、 Classifier (UML) 、 Quadratic classifier 、 Computer science
摘要: A basic classifier system, ZCS, is presented that keeps much of Holland's original framework but simplifies it to increase understandability and performance. ZCS's relation Q-learning brought out, their performances compared in environments two difficulty levels. Extensions ZCS are proposed for temporary memory, better action selection, more efficient use the genetic algorithm, general representation.
mitpressjournals.org
core.ac.uk
acm.org 参考文章(34)
Stewart Wilson, Bid competition and specificity reconsidered Complex Systems. ,vol. 2, pp. 705- 723 ,(1988)
James P. Rice, John R. Koza, Genetic programming (videotape): the movie MIT Press. ,(1992)
Stewart W. Wilson, The animat path to AI simulation of adaptive behavior. pp. 15- 21 ,(1991)
Gary Roberts, Dynamic Planning for Classifier Systems international conference on genetic algorithms. pp. 231- 237 ,(1993)
Michael L. Littman, An optimization-based categorization of reinforcement learning environments simulation of adaptive behavior. pp. 262- 270 ,(1993)
John H Holland, None, Escaping brittleness: the possibilities of general-purpose learning algorithms applied to parallel rule-based systems Computation & intelligence. pp. 275- 304 ,(1995)
Jean-Arcady Meyer, Stewart W Wilson, ECOLE NORMALE SUPERIEURE PARIS (FRANCE) GROUPE DE BIOINFORMATIQUE, From Animals to Animats: Proceedings of the International Conference on Simulation of Adaptive Behavior (1st) Held in Paris, France on 24-28 September 1990 ,(1991)
Richard S. Sutton, Reinforcement learning architectures for animats simulation of adaptive behavior. pp. 288- 296 ,(1991)
David E. Goldberg, Stewart W. Wilson, A critical review of classifier systems international conference on genetic algorithms. pp. 244- 255 ,(1989)
B. WIDROW, M. E. HOFF, Adaptive switching circuits Neurocomputing: foundations of research. pp. 123- 134 ,(1988) , 10.21236/AD0241531