An algorithmic description of XCS

@article{Butz2002AnAD,
  title={An algorithmic description of XCS},
  author={M. Butz and S. Wilson},
  journal={Soft Computing},
  year={2002},
  volume={6},
  pages={144-153}
}
  • M. Butz, S. Wilson
  • Published 2002
  • Computer Science
  • Soft Computing
  • 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. 
    538 Citations

    Topics from this paper

    Learning Regular Expressions Using XCS-Based Classifier System
    • 1
    An algebraic description of XCS
    • 5
    • Highly Influenced
    An algebraic description of XCS
    • 5
    • Highly Influenced
    Function approximation with a classifier system
    • 105
    Foundations of learning classifier systems: An introduction
    • 36
    Speedup character-based matching in learning classifier systems with Xor
    • 1
    Improving Performance in Size-Constrained Extended Classifier Systems
    • D. Dawson
    • Computer Science, Mathematics
    • GECCO
    • 2003
    • 11
    • PDF
    The subsumption mechanism for XCS using code fragmented conditions
    • 3
    • PDF
    A brief history of learning classifier systems: from CS-1 to XCS and its variants
    • L. Bull
    • Computer Science
    • Evol. Intell.
    • 2015
    • 27
    • PDF

    References

    SHOWING 1-10 OF 14 REFERENCES
    An analysis of generalization in the xcs classifier system
    • 9
    • Highly Influential
    Extending the representation of classifier conditions part I: from binary to messy coding
    • 82
    • PDF
    Get Real! XCS with Continuous-Valued Inputs
    • S. Wilson
    • Computer Science
    • Learning Classifier Systems
    • 1999
    • 372
    An Analysis of Generalization in the XCS Classifier System
    • P. L. Lanzi
    • Mathematics, Computer Science
    • Evolutionary Computation
    • 1999
    • 332
    XCS Classifier System Reliably Evolves Accurate, Complete, and Minimal Representations for Boolean Functions
    • 152
    • PDF
    Robot Shaping: An Experiment in Behavior Engineering
    • 243
    Generalization in the XCS classi er system
    • Koza, J. R. e. a. (Ed.),
    • 1998
    XCS classi er system reliably evolves accurate, complete, and min
    • 1997
    Classi er tness based on accuracy
    • Evolutionary Computation, 3 (2),
    • 1995
    Classiier tness based on accuracy
    • Evolutionary Computation
    • 1995