Dale Schuurmans, Jonathan Schaeffer  Home/Search
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Abstract: Classifier systems are currently in vogue as a way of using genetic algorithms to demonstrate machine learning. However, there are a number of difficulties with the formalization that can influence how knowledge is represented and the rate at which the system can learn. Some of the problems are inherent in classifier systems, and one must learn to cope with them, while others are pitfalls waiting to catch the unsuspecting implementor. This paper identifies some of these difficulties, suggesting ... (Update)
Context of citations to this paper: More
.... possible due to limitations in the representational capacity of the ternary alphabet currently used in XCS classifier conditions (see [10] and [8] section 5.3. This is a difficulty with the ternary alphabet and thus only indirectly with XCS as it could employ some other...
.... our findings at the end of the paper (Section 8) Our research is complimentary to the work of Booker [Boo91] Schuurmans and Schaeffer [SS89] and others, who are more concerned about the representational adequacy of the commonly used classifier language. Though experiments...
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A New Approach to Genetic-Based Automatic Feature Discovery - Van Belle (1995) (Correct)
XCS Classifier System Reliably Evolves Accurate, Complete, and.. - Kovacs (1997) (Correct)
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0.3: Advances in Large Margin Classifiers - (Eds.) (2000) (Correct)
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4: Adaptation in Natural and Artificial Systems (context) - Holland - 1975
3: Learning from Delayed Rewards (context) - CJCH - 1989
3: Classifier fitness based on accuracy - Wilson - 1995
BibTeX entry: (Update)
Schuurmans, D, and J. Schaeffer (1989) "Representational Difficulties with Classifier Systems", Proceedings of International Conference on Genetic Algorithms, Fairfax VA. pp328-333. http://citeseer.ist.psu.edu/schuurmans89representational.html More
@inproceedings{ schuurmans89representational,
author = "Dale Schuurmans and Jonathan Schaeffer",
title = "Representational Difficulties with Classifier Systems",
booktitle = "Proc. of the {T}hird {I}nt. {C}onf. on {G}enetic {A}lgorithms",
publisher = "Morgan Kaufmann",
address = "San Mateo, CA",
editor = "James D. Schaffer",
pages = "328--333",
year = "1989",
url = "citeseer.ist.psu.edu/schuurmans89representational.html" }
Citations (may not include all citations):2138 Genetic Algorithms in Search (context) - Goldberg - 1989
30 Department of Computer Science (context) - Forgy, User's - 1981
27 Classifier Systems that Learn Internal World Models (context) - Booker - 1989
19 On Using Genetic Algorithms to Search Program Spaces (context) - De Jong - 1987
12 A Tale of Two Classifier Systems (context) - Robertson, Riolo - 1989
9 A Package of Domain Independent Subroutines for Implementing.. (context) - Riolo - 1986
4 Genetic Algorithms: A 10 Year Perspective (context) - De Jong - 1985
2 VCS - Variable Classifier Systems - Shu, Schaeffer - 1989
2 Nisbett and P (context) - Holland, Holyoak - 1986
The graph only includes citing articles where the year of publication is known.
Documents on the same site (http://web.cs.ualberta.ca/~jonathan/Papers/ai.1989.html):
The History Heuristic and Alpha-Beta Search Enhancements in.. - Schaeffer (1989) (Correct)
VCS: Variable Classifier Systems - Shu, Schaeffer (1989) (Correct)
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