Limits in long path learning with XCS

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 2724, Issue , 2003, Pages 1832-1843

  Barry, Alwyn ^a  

^a University of Bath   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 35248841035     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-45110-2_81     Document Type: Article

References (30)

1. Alwyn Barry. XCS Performance and Population Structure within Multiple-Step Environments. PhD thesis, Queens University Belfast, 2000.
2. Alwyn M. Barry. The stability of long action chains in xcs. Journal of Soft Computing, 6(3-4):183-199, 2002.
3. Elster Bernadó, Xavier Llorà, and Josep M. Garrell. XCS and GALE: a Comparative Study of Two Learning Classifier Systems with Six Other Learning Algorithms on Classification Tasks. In Proceedings of the 4th International Workshop on Learning Classifier Systems (IWLCS-2001), pages 337-341, 2001.
4. Short version publishe in Genetic and Evolutionary Compution Conference (GECCO2001).
5. Larry Bull. On using ZCS in a Simulated Continuous Double-Auction Market. In Wolfgang Banzhaf, Jason Daida, Agoston E. Eiben, Max H. Garzon, Vasant Honavar, Mark Jakiela, and Robert E. Smith, editors, Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-99), pages 83-90. Morgan Kaufmann, 1999.
6. Larry Bull. On accuracy-based fitness. Journal of Soft Computing, 6(3-4):154-161, 2002.
7. Larry Bull, Jacob Hurst, and Andy Tomlinson. Mutation in Classifier System Controllers. In J.A. Meyer et al., editor, From Animals to Animats 6: Proceedings of the Sixth International Conference on Simulation of Adaptive Behavior, pages 460-467, 2000.
8. Martin V. Butz. An Implementation of the XCS classifier system in C. Technical Report 99021, The Illinois Genetic Algorithms Laboratory, 1999.
9. Martin V. Butz and Stewart W. Wilson. An Algorithmic Description of XCS. Technical Report 2000017, Illinois Genetic Algorithms Laboratory, 2000.
10. Dave Cliff and Susi Ross. Adding Temporary Memory to ZCS. Adaptive Behavior, 3(2):101-150, 1994. Also technical report: ftp://ftp.cogs.susx.ac.uk/pub/reports/csrp/csrp347.ps.Z.
11. M. Compiani, D. Montanari, R. Serra, and P. Simonini. Learning and Bucket Brigade Dynamics in Classifier Systems. Special issue of Physica D (Vol. 42), 42:202-212, 1990.
12. Lawrence Davis, Chunsheng Fu, and Stewart W. Wilson. An incremental multiplexer problem and its uses in classifier system research. In Pier Luca Lanzi, Wolfgang Stolzmann, and Stewart W. Wilson, editors, Advances in Learning Classifier Systems, volume 2321 of LNAI, pages 23-31. Springer-Verlag, Berlin, 2002.
13. Marco Dorigo and Marco Colombetti. Robot Shaping: An Experiment in Behavior Engineering. MIT Press/Bradford Books, 1998.
14. John H. Holland, Keith J. Holyoak, Richard E. Nisbett, and P.R. Thagard. Induction: Processes of Inference, Learning, and Discovery. MIT Press, Cambridge, 1986.
15. John H. Holmes. A genetics-based machine learning approach to knowledge discovery in clinical data. Journal of the American Medical Informatics Association Supplement, 1996.
16. Tim Kovacs. Evolving Optimal Populations with XCS Classifier Systems. Master's thesis, School of Computer Science, University of Birmingham, Birmingham, U.K., 1996.
17. Tim Kovacs. A Comparison and Strength and Accuracy-based Fitness in Learning Classifier Systems. PhD thesis, University of Birmingham, 2002.
18. Pier Luca Lanzi. A Study of the Generalization Capabilities of XCS. In Thomas Bäck, editor, Proceedings of the 7th International Conference on Genetic Algorithms (ICGA97), pages 418-425. Morgan Kaufmann, 1997.
19. Pier Luca Lanzi. Solving Problems in Partially Observable Environments with Classifier Systems (Experiments on Adding Memory to XCS). Technical Report 97.45, Politecnico di Milano. Department of Electronic Engineering and Information Sciences, 1997.
20. Pier Luca Lanzi. Generalization in Wilson's XCS. In A.E. Eiben, T. Bäck, M. Shoenauer, and H.-P. Schwefel, editors, Proceedings of the Fifth International Conference on Parallel Problem Solving From Nature - PPSN V, number 1498 in LNCS. Springer Verlag, 1998.
21. Pier Luca Lanzi. An Analysis of Generalization in the XCS Classifier System. Evolutionary Computation, 7(2):125-149, 1999.
22. Pier Luca Lanzi and Rick L. Riolo. A Roadmap to the Last Decade of Learning Classifier System Research (from 1989 to 1999). In Pier Luca Lanzi, Wolfgang Stolzmann, and Stewart W. Wilson, editors, Learning Classifier Systems. From Foundations to Applications, volume 1813 of LNAI, pages 33-62, Berlin, 2000. Springer-Verlag.
23. Alexandre Parodi and P. Bonelli. The Animat and the Physician. In J.A. Meyer and S.W. Wilson, editors, From Animals to Animats 1. Proceedings of the First International Conference on Simulation of Adaptive Behavior (SAB90), pages 50-57. A Bradford Book. MIT Press, 1990.
24. Rick L. Riolo. The Emergence of Coupled Sequences of Classifiers. In J. David Schaffer, editor, Proceedings of the 3rd International Conference on Genetic Algorithms (ICGA89), pages 256-264, George Mason University, June 1989. Morgan Kaufmann.
25. Robert E. Smith, B.A. Dike, R.K. Mehra, B. Ravichandran, and A. El-Fallah. Classifier Systems in Combat: Two-sided Learning of Maneuvers for Advanced Fighter Aircraft. In Computer Methods in Applied Mechanics and Engineering. Elsevier, 1999.
26. Stewart W. Wilson. ZCS: A zeroth level classifier system. Evolutionary Computation, 2(1):1-18, 1994.
27. Stewart W. Wilson. Classifier Fitness Based on Accuracy. Evolutionary Computation, 3(2):149-175, 1995.
28. Stewart W. Wilson. Generalization in evolutionary learning. Presented at the Fourth European Conference on Artificial Life (ECAL97), Brighton, UK, July 27-31., 1997.
29. Stewart W. Wilson. Generalization in the XCS classifier system. In John R. Koza, Wolfgang Banzhaf, Kumar Chellapilla, Kalyanmoy Deb, Marco Dorigo, David B. Fogel, Max H. Garzon, David E. Goldberg, Hitoshi Iba, and Rick Riolo, editors, Genetic Programming 1998: Proceedings of the Third Annual Conference, pages 665-674. Morgan Kaufmann, 1998.
30. Stewart W. Wilson. Mining Oblique Data with XCS. Technical Report 2000028, University of Illinois at Urbana-Champaign, 2000.