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Abstract: A concise description of the XCS classifier system's parameters, structures, and algorithms is presented as an aid to research. The algorithms are written in modularly structured pseudo code with accompanying explanations. (Update)
Context of citations to this paper: More
...by the rule. When a centre with added spread goes outside the defined range it is truncated. All other XCS processing remains as described in [6] except that mutation is done via a random step (range 0.1 x 0.1) cover produces rules centred on the input value with a range...
.... A full description of XCSI may be found in [8] Information on basic XCS is in [6] 7] and in the updated formal description of [2] that XCSI follows most closely. The present work concerns a method for post processing classifier populations already evolved by XCSI....
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BibTeX entry: (Update)
Butz, M. & Wilson, S.W. (2001) An Algorithmic Description of XCS. Soft Computing. http://citeseer.ist.psu.edu/butz01algorithmic.html More
@article{ butz01algorithmic,
author = "Martin V. Butz and Stewart W. Wilson",
title = "An Algorithmic Description of {XCS}",
journal = "Lecture Notes in Computer Science",
volume = "1996",
pages = "253--??",
year = "2001",
url = "citeseer.ist.psu.edu/butz01algorithmic.html" }
Citations (may not include all citations):614 Reinforcement learning: An introduction - Sutton, Barto - 1998
85 Classifier fitness based on accuracy - Wilson - 1995
37 Robot shaping: An experiment in behavior engineering - Dorigo, Colombetti - 1998
27 Generalization in the XCS classifier system - Wilson - 1998
14 XCS classifier system reliably evolves accurate - Kovacs - 1997
12 A study of the generalization capabilities of XCS - Lanzi - 1997
8 An analysis of generalization in the XCS classifier system (context) - Lanzi - 1999
8 Extending the representation of classifier conditions (context) - Lanzi - 1999
8 Extending the representation of classifier conditions (context) - Lanzi - 1999
7 Deletion schemes for classifier systems (context) - Kovacs - 1999
7 An extension to the XCS classifier system for stochastic env.. (context) - Lanzi - 1999
5 XCS with continuous-valued inputs (context) - Wilson - 2000
4 Learning classifier systems: From foundations to application.. (context) - Lanzi, Stolzmann et al. - 2000
2 Toward optimal classifier system performance in non-markov e.. - Lanzi, Wilson - 2000
The graph only includes citing articles where the year of publication is known.
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