Awards

International Journal

  1. Fabio Dercole, Daniele Loiacono and Sergio Rinaldi (2007) Synchronization in Ecological Networks: A Byproduct of Darwinian Evolution? International Journal of Bifurcation and Chaos, 17(7):2435 - 2446. (BibTeX)
  2. Pier Luca Lanzi, Daniele Loiacono, Stewart W. Wilson and David E. Goldberg (2007) Generalization in the XCSF Classifier System: Analysis, Improvement, and Extension. Evolutionary Computation, 15(2):133-168. (BibTeX)

Book Chapters

  1. Pier Luca Lanzi, Daniele Loiacono and Matteo Zanini (2008 (to appear)) Evolving Classifier Ensembles with Heterogeneous Predictors. In A Compilation of two exciting workshop years - IWLCS 2006 / 2007. Current advances and future outlooks.Springer-Verlag. (BibTeX)
  2. Daniele Loiacono, Jan Drugowitsch, Alwyn Barry and Pier Luca Lanzi (2008 (to appear)) Analysis and Improvments of the Classifier Error Estimate in XCSF.. In A Compilation of two exciting workshop years - IWLCS 2006 / 2007. Current advances and future outlooks.Springer-Verlag. (BibTeX)

International Conferences

  1. Daniele Loiacono and Pier Luca Lanzi (2008) Computed Predictions in Binary Multistep Problems. In Evolutionary Computation, 2008. CEC 2008. IEEE Congress on., pages 3349-3356. (BibTeX)
  2. Pier Luca Lanzi, Daniele Loiacono and Matteo Zanini (2008) Evolving Classifier Ensembles with Voting Predictors. In Evolutionary Computation, 2008. CEC 2008. IEEE Congress on., pages 3761-3768. (BibTeX)
  3. Martin V. Butz, Pier Luca Lanzi, Xavier Llor\`a and Daniele Loiacono (2008) An Analysis of Matching in Learning Classifier Systems. In GECCO '08: Proceedings of the 10th annual conference on Genetic and evolutionary computation., pages 1349-1356. (BibTeX)
  4. Christian Pilato, Daniele Loiacono, Fabrizio Ferrandi, Pier Luca Lanzi and Donatella Sciuto (2008) High-level Synthesis with Multi-objective Genetic Algorithm: a Comparative Encoding Analysis. In Evolutionary Computation, 2008. CEC 2008. IEEE Congress on., pages 3333-3340. (BibTeX)
  5. Pier Luca Lanzi and Daniele Loiacono (2007) Classifier systems that compute action mappings. In GECCO '07: Proceedings of the 9th annual conference on Genetic and evolutionary computation. New York, NY, USA. ACM Press, pages 1822-1829. (BibTeX)
  6. Daniele Loiacono, Andrea Marelli and Pier Luca Lanzi (2007) Support Vector Machines for Computing Action Mappings in Learning Classifier Systems. In Evolutionary Computation, 2007. CEC 2007. IEEE Congress on., pages 2270-2276. (BibTeX)
  7. Daniele Loiacono, Andrea Marelli and Pier Luca Lanzi (2007) Support vector regression for classifier prediction. In GECCO '07: Proceedings of the 9th annual conference on Genetic and evolutionary computation. New York, NY, USA. ACM Press, pages 1806-1813. (BibTeX)
  8. Pier Luca Lanzi, Daniele Loiacono, Stewart W. Wilson and David E. Goldberg (2006) Prediction update algorithms for XCSF: RLS, Kalman filter, and gain adaptation. In GECCO '06: Proceedings of the 8th annual conference on Genetic and evolutionary computation. New York, NY, USA. ACM Press, pages 1505-1512. (BibTeX)
  9. Pier Luca Lanzi and Daniele Loiacono (2006) Standard and averaging reinforcement learning in XCS. In GECCO '06: Proceedings of the 8th annual conference on Genetic and evolutionary computation. New York, NY, USA. ACM Press, pages 1489-1496. (BibTeX)
  10. Lanzi, P. L. and Loiacono, D. (2006) XCSF with Neural Prediction. In Evolutionary Computation, 2006. CEC 2006. IEEE Congress on., pages 2270-2276. (BibTeX)
  11. Pier Luca Lanzi, Daniele Loiacono, Stewart W. Wilson and David E. Goldberg (2006) Classifier prediction based on tile coding. In GECCO '06: Proceedings of the 8th annual conference on Genetic and evolutionary computation. New York, NY, USA. ACM Press, pages 1497-1504. (BibTeX)
  12. Pier Luca Lanzi, Daniele Loiacono, Stewart W. Wilson and David E. Goldberg (2005) XCS with Computed Prediction for the Learning of Boolean Functions. In Proceedings of the IEEE Congress on Evolutionary Computation -- CEC-2005. Edinburgh, UK, sep. IEEE, pages 588-595. (BibTeX)
  13. Pier Luca Lanzi, Daniele Loiacono, Stewart W. Wilson and David E. Goldberg (2005) Extending XCSF Beyond Linear Approximation. In Genetic and Evolutionary Computation -- GECCO-2005. Washington DC, USA. ACM Press, pages 1859-1866. (BibTeX)
  14. Pier Luca Lanzi, Daniele Loiacono, Stewart W. Wilson and David E. Goldberg (2005) XCS with computed prediction in multistep environments. In GECCO '05: Proceedings of the 2005 conference on Genetic and evolutionary computation. New York, NY, USA. ACM Press, pages 1859-1866. (BibTeX)
  15. Pier Luca Lanzi, Daniele Loiacono, Stewart W. Wilson and David E. Goldberg (2005) XCS with Computed Prediction in Continuous Multistep Environments. In Proceedings of the IEEE Congress on Evolutionary Computation -- CEC-2005. Edinburgh, UK, sep. IEEE, pages 2032-2039. (BibTeX)

International Workshops

  1. Daniele Loiacono and Pier Luca Lanzi (2008) Recursive Least Squares and Quadratic Prediction in Continuous Multistep Problems. In GECCO '08: Proceedings of the 2008 workshops on Genetic and evolutionary computation. New York, NY, USA. ACM Press, pages 1985-1992. (BibTeX)
  2. Alessandro Lazaric, Daniele Loiacono, Alessandro Prete and Marcello Restelli and Pier Luca Lanzi (2007) Learning Driving Tasks in TORCS Using Reinforcement Learning. In Machine Learninf and Games (MALAGA) NIPS 2007 Workshop.. (BibTeX)
  3. Daniele Loiacono, Jan Drugowitsch, Alwyn Barry and Pier Luca Lanzi (2006) Improving Classifier Error Estimate in XCSF.. In The Ninth International Workshop on Learning Classifier Systems, IWLCS-2006.. (BibTeX)
  4. Daniele Loiacono and Pier Luca Lanzi (2006) Evolving Neural Networks for Classifier Prediction with XCSF. In Proceedings of the ECAI'06 Workshop on Evolutionary Computation. Available online at ftp://ftp.ce.unipr.it/pub/cagnoni/W30/W30.pdf., pages 36-40. (BibTeX)
  5. Daniele Loiacono and Pier Luca Lanzi (2005) Improving generalization in the XCSF classifier system using linear least-squares. In GECCO '05: Proceedings of the 2005 workshops on Genetic and evolutionary computation. New York, NY, USA. ACM Press, pages 374-377. (BibTeX)

Theses

  1. Daniele Loiacono (2004) Evolving Rules with XCSF: Analysis of Generalization and Performance. Master's thesis, Politecnico di Milano. (BibTeX)

Technical Reports

  1. Daniele Loiacono and Pier Luca Lanzi (2006) Tile Coding based on Hyperplane Tiles.. Technical report 2006.38, DEI, Politecnico Di Milano. (BibTeX)
  2. Pier Luca Lanzi, Daniele Loiacono, Stewart W. Wilson and David E. Goldberg (2005) Generalization in XCSF for Real Inputs. Technical report 2005023, Illinois Genetic Algorithms Laboratory -- University of Illinois at Urbana-Champaign. (BibTeX)