Learning Classifier Systems

Refereed Journal Articles and Edited Journal Special Issues

  1. Muhammad Iqbal, Will Browne, and Mengjie Zhang. "Evolving optimum populations with XCS classifier systems - XCS with code fragmented action". Soft Computing vol. 17, no. 3 (2013): 503-518. [ http | BibTex ]
  2. Muhammad Iqbal, Will Browne, and Mengjie Zhang. "Reusing Building Blocks of Extracted Knowledge to Solve Complex, Large-Scale Boolean Problems". IEEE Transactions on Evolutionary Computation (2013). [ .pdf | BibTex ]
  3. Muhammad Iqbal, Will Browne, and Mengjie Zhang. "Evolving optimum populations with XCS classifier systems - XCS with code fragmented action". Soft Computing vol. 17, no. 3 (2013): 503-518. [ http | BibTex ]

Refereed Book Chapters, and Papers in Conference Proceedings

  1. Muhammad Iqbal, Will Browne, and Mengjie Zhang. "Comparison of two methods for computing action values in XCS with code-fragment actions". In Proceeding of the fifteenth annual conference companion on Genetic and evolutionary computation conference companion. Amsterdam, The Netherlands, pp 1235-1242. ACM, 2013. [ http | BibTex ]
  2. Muhammad Iqbal, Will Browne, and Mengjie Zhang. "Learning overlapping natured and niche imbalance boolean problems using XCS classifier systems". In Evolutionary Computation (CEC), 2013 IEEE Congress on. Cancun, Mexico, pp 1818-1825. IEEE, 2013. [ http | BibTex ]
  3. Syahaneim Marzukhi, Will Browne, and Mengjie Zhang. "Adaptive artificial datasets through learning classifier systems for classification tasks". In Proceedings of Genetic and Evolutionary Computation Conference (Companion). pp 1243-1250. 2013. [ http | BibTex ]
  4. Syahaneim Marzukhi, Will Browne, and Mengjie Zhang. "Adaptive artificial datasets to discover the effects of domain features for classification tasks". In Proceedings of Genetic and Evolutionary Computation Conference (Companion). Amsterdam, The Netherlands, pp 157-158. 2013. [ http | BibTex ]
  5. Muhammad Iqbal, Will Browne, and Mengjie Zhang. "Extending learning classifier system with cyclic graphs for scalability on complex, large-scale boolean problems". In Proceeding of the fifteenth annual conference on Genetic and evolutionary computation conference. Amsterdam, The Netherlands, pp 1045-1052. ACM, 2013. [ http | BibTex ]
  6. Syahaneim Marzukhi, Will Browne, and Mengjie Zhang. "Two-cornered learning classifier systems for pattern generation and classification". In Proceedings of Genetic and Evolutionary Computation Conference. Philadelphia, USA, pp 895-902. ACM Press, 2012. [ http | BibTex ]
  7. Muhammad Iqbal, Will Browne, and Mengjie Zhang. "Extracting and using building blocks of knowledge in learning classifier systems". In Proceedings of Genetic and Evolutionary Computation Conference. Philadelphia, USA, pp 863-870. ACM Press, 2012. [ http | BibTex ]
  8. Muhammad Iqbal, Will Browne, and Mengjie Zhang. "XCSR with Computed Continuous Action". In Australasian Conference on Artificial Intelligence. pp 350-361. 2012. [ http | BibTex ]
  9. Toktam Ebadi, Mengjie Zhang, and Will Browne. "XCS-based versus UCS-based feature pattern classification system". In Proceedings of Genetic and Evolutionary Computation Conference. Philadelphia, USA, pp 839-846. ACM Press, 2012. [ http | BibTex ]
  10. Ignas Kukenys, Will Browne, and Mengjie Zhang. "Confusion matrices for improving performance of feature pattern classifier systems". In Proceedings of Genetic and Evolutionary Computation Conference (Companion). pp 181-182. ACM Press, 2011. [ http | BibTex ]
  11. Muhammad Iqbal, Mengjie Zhang, and Will Browne. "Automatically defined functions for learning classifier systems". In Proceedings of Genetic and Evolutionary Computation Conference (Companion). pp 375-382. ACM Press, 2011. [ http | BibTex ]
  12. Ignas Kukenys, Will Browne, and Mengjie Zhang. "Transparent, online image pattern classification using a learning classifier system". In Applications of Evolutionary Computation: Proceedings of the 2011 international conference on Applications of evolutionary computation vol. 6624. Torino, Italy, pp 183-193. Springer, 2011. [ http | BibTex ]
  13. Syahaneim Marzukhi, Will Browne, and Mengjie Zhang. "Developing an evolvable pattern generator using learning classifier systems". In Proceedings of the 5th International Conference on Automation, Robots and Applications. Wellington, New Zealand, pp 163-168. IEEE Press, 2011. [ http | BibTex ]
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