XCSR with computed continuous action

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

Volumn 7691 LNAI, Issue , 2012, Pages 350-361

  Iqbal, Muhammad ^a   Browne, Will N ^a   Zhang, Mengjie ^a  

^a VICTORIA UNIVERSITY OF WELLINGTON   (New Zealand)

Author keywords

Code Fragment; Computed Action; Continuous Action; Learning Classifier Systems; XCS; XCSR

Indexed keywords

CODE FRAGMENTS; COMPUTED ACTION; CONTINUOUS ACTION; LEARNING CLASSIFIER SYSTEM; XCS; XCSR;

GENETIC PROGRAMMING;

ARTIFICIAL INTELLIGENCE;

EID: 84871390939     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-35101-3_30     Document Type: Conference Paper

References (20)

1. Ahluwalia, M., Bull, L.: A Genetic Programming Based Classifier System. In: Proceedings of theGenetic andEvolutionaryComputationConference, pp. 11-18 (1999)
2. Alfaro-Cid, E., Merelo, J.J., de Vega, F.F., Esparcia-Alcázar, A.I., Sharman, K.: Bloat Control Operators and Diversity in Genetic Programming: A Comparative Study. Evolutionary Computation 18(2), 305-332 (2010)
3. Butz, M.V.: XCSJava 1.0: An Implementation of the XCS Classifier System in Java. Technical Report 2000027, Illinois Genetic Algorithms Laboratory (2000)
4. Butz, M.V.: Rule-based Evolutionary Online Learning Systems: A Principal Approach to LCS Analysis and Design. Springer (2006)
5. Butz, M.V., Wilson, S.W.: An Algorithmic Description of XCS. Soft Computing - A Fusion of Foundations, Methodologies and Applications 6(3-4), 144-153 (2002)
6. Iqbal, M., Browne, W.N., Zhang, M.: Evolving Optimum Populations with XCS Classifier Systems. Soft Computing (2012), http://dx.doi.org/10.1007/s00500- 012-0922-5, doi:10.1007/s00500-012-0922-5
7. Iqbal, M., Browne, W.N., Zhang, M.: Extracting and Using Building Blocks of Knowledge in Learning Classifier Systems. In: Proceedings of the Genetic and Evolutionary Computation Conference, pp. 863-870 (2012)
8. Iqbal, M., Zhang, M., Browne, W.N.: Automatically Defined Functions for Learning Classifier Systems. In: Proceedings of the Genetic and Evolutionary Computation Conference (Companion), pp. 375-382 (2011)
9. Kinzett, D., Johnston, M., Zhang, M.: Numerical Simplification for Bloat Control and Analysis of Building Blocks in Genetic Programming. Evolutionary Intelligence 2(4), 151-168 (2009)
10. Koza, J.R.: Genetic Programming: On the Programming of Computers by Means of Natural Selection. The MIT Press (1992)
11. Lanzi, P.L.: XCS with Stack-Based Genetic Programming. In: Proceedings of the Congress on Evolutionary Computation, pp. 1186-1191 (2003)
12. Luke, S., Panait, L.: A Comparison of Bloat Control Methods for Genetic Programming. Evolutionary Computation 14(3), 309-344 (2006)
13. Preen, R.J., Bull, L.: Fuzzy Dynamical Genetic Programming in XCSF. In: Proceedings of the Genetic and Evolutionary Computation Conference (Companion), pp. 167-168 (2011)
14. Tran, T.H., Sanza, C., Duthen, Y., Nguyen, D.T.: XCSF with Computed Continuous Action. In: Proceedings of the Genetic and Evolutionary Computation Conference, pp. 1861-1869 (2007)
15. Urbanowicz, R.J., Moore, J.H.: Learning Classifier Systems: A Complete Introduction, Review, and Roadmap. Journal of Artificial Evolution and Applications 2009(1), 1-25 (2009)
16. Wilson, S.W.: Classifier Fitness Based on Accuracy. Evolutionary Computation 3(2), 149-175 (1995)
17. Wilson, S.W.: Get Real! XCS with Continuous-Valued Inputs. In: Lanzi, P.L., Stolzmann, W., Wilson, S.W. (eds.) IWLCS 1999. LNCS (LNAI), vol. 1813, pp. 209-219. Springer, Heidelberg (2000)
18. Wilson, S.W.: Mining Oblique Data with XCS. In: Lanzi, P.L., Stolzmann, W., Wilson, S.W. (eds.) IWLCS 2000. LNCS (LNAI), vol. 1996, pp. 158-174. Springer, Heidelberg (2001)
19. Wilson, S.W.: Classifiers that Approximate Functions. Natural Computing 1, 211-233 (2002)
20. Wilson, S.W.: Three Architectures for Continuous Action. In: Kovacs, T., Llorà, X., Takadama, K., Lanzi, P.L., Stolzmann, W., Wilson, S.W. (eds.) IWLCS 2003. LNCS (LNAI), vol. 4399, pp. 239-257. Springer, Heidelberg (2007)