Journal Papers
CASTRO, P.A.D. and Fernando J. Von Zuben.
"Learning Ensembles of Neural Networks by Means of a Bayesian Artificial Immune System".
IEEE Transactions on Neural Networks, vol. 22, n. 2, pp.304-316, 2011.
CASTRO, P.A.D.
and VON ZUBEN, F. J. "Multi-objective feature selection using a Bayesian
Artificial Immune System", Journal of Intelligent Computing and
Cybernetics, vol. 3, num. 2, pp. 235-256, 2010.
de FRANÇA, F.O., COELHO, G.P., CASTRO, P.A.D.,
and VON ZUBEN, F. J. "Conceptual and Practical Aspects of the aiNet Family of Algorithms". International Journal of Natural Computing Research, vol. 1, n. 1, pp. 1-35, 2010.
CASTRO, P.A.D., de
FRANÇA, F.O., FERREIRA, H.M., COELHO, G.P.
and VON ZUBEN, F. J. "Query Expansion Using an Immune-Inspired Biclustering
Algorithm". Natural Computing, v. 9(3), pp. 579-602, 2010.
CASTRO, P.A.D.
and VON ZUBEN, F. J. "BAIS: A Bayesian Artificial Immune System for Effective Handling
of Building Blocks". Information Sciences Journal, v. 179,
issue 10, pp. 1426-1440, 2009.
CASTRO, P.A.D.
and VON ZUBEN, F. J. "Multi-objective Bayesian Artificial Immune System:
Empirical Evaluation and Comparative Analyses"
Journal of Mathematical Modelling and Algorithms, vol.8, pp. 151-173, 2009.
Conference Papers
CASTRO, P.A.D., CAMARGO, H.A.
and VON ZUBEN, F. J. "Designing Fuzzy Rule Bases with a Bayesian Artificial Immune System",
Proc. of the 11th International Conference on Hybrid Intelligent Systems (HIS), Malacca, Malaysia, 2011.
CASTRO, P.A.D.
and VON ZUBEN, F. J. "Training Multilayer Perceptrons with a Gaussian Artificial Immune System",
Proc. of the IEEE 2011 International Congress on Evolutionary Computation (CEC), New Orleans, USA, 2011.
CASTRO, P.A.D.
and VON ZUBEN, F. J. "A Gaussian Artificial Immune System for Multi-Objective Optimization in Continuous Domains",
Proc. of the 10th International Conference on Hybrid Intelligent Systems (HIS), pp. 159-164, Atlanta, USA, 2010.
CASTRO, P.A.D.
and VON ZUBEN, F. J. "GAIS: A Gaussian Artificial Immune System for Continuous Optimization",
Proc. of the 9th International Conference on Artificial Immune Systems (ICARIS), pp. 171-184, Edinburgh, Scotland, 2010.
CASTRO, P.A.D.
and VON ZUBEN, F. J. "Learning Bayesian Networks to Perform Feature Selection" ,
International Joint Conference on Neural Networks (IJCNN), Atlanta, USA,
June 14-19, pp. 467-473, 2009.
CASTRO, P.A.D.
and VON ZUBEN, F. J. "Feature Subset Selection by means of a Bayesian Artificial
Immune System", Proceedings of the 8th International Conference on Hybrid
Intelligent Systems (HIS), pp. 561-566, Barcelona, Spain,
September 10-12, 2008.
CASTRO, P.A.D.
and VON ZUBEN, F. J. "MOBAIS: A Bayesian Artificial Immune System for
Multi-objective Optimization", 7th International Conference on
Artificial Immune System (ICARIS), pp. 48-59, Thailand, 2008.
CASTRO, P.A.D.; de
FRANÇA, F. O.; FERREIRA, H. M.
and VON ZUBEN, F. J. "Evaluating the Performance of a Biclustering Algorithm
Applied to Collaborative Filtering – A Comparative Analysis", Proceedings of the 7th International
Conference on Hybrid Intelligent Systems (HIS), pp. 65-70, Kaiserslautern, Germany,
September 17-19, 2007.
CASTRO, P.A.D.; de
FRANÇA, F. O.; FERREIRA, H. M.
and VON ZUBEN, F. J. "Applying Biclustering to Text Mining: An
Immune-Inspired Approach", Proceedings of the 6th International
Conference on Artificial Immune Systems (ICARIS), pp. 83-94, Santos,
Brazil, August 2007.
CASTRO, P.A.D.; de
FRANÇA, F. O.; FERREIRA, H. M.
and VON ZUBEN, F. J. "Applying Biclustering to Perform Collaborative
Filtering", Proceedings of the 7th International
Conference on Intelligent Systems Design and Applications (ISDA),
pp. 421-426, Rio de Janeiro,
Brazil, October 2007.
CASTRO, P.A.D.
and VON ZUBEN, F. J. "Bayesian Learning of Neural Networks by Means of
Artificial Immune Systems", Proceedings of the 5th International
Joint Conference on Neural Networks (IJCNN), Vancouver,
Canada, July 2006.
LIMA, C. A. M.; CASTRO, P. A. D.; COELHO, A. L.
V.; JUNQUEIRA, C. and VON ZUBEN, F. J. "Controlling
Nonlinear Dynamic Systems with Projection Pursuit Learning",
3rd IEEE International Conference on Intelligent Systems,
Varna, Bulgaria, September, 2006.
MORANDIN, O.; CASTRO, P. A. D. ; CAMARGO, H. A.; KATO,
E. R. "A Genetic Fuzzy System for Defining a Reactive
Dispatching Rule for AGVs". Proceedings of the 2006 IEEE
International Conference on Systems, Man and Cybernetics,
Taipei, Taiwan, Octuber 8-11, 2006.
CASTRO, P.A.D.
and VON ZUBEN, F. J. "An Immune-Inspired Approach to Bayesian
Networks", In: N. Nedjah et al. (eds), Proceedings of the 5th International Conference on Hybrid Intelligent
Systems (HIS), pp.23-28, ISBN: 0-7695-2457-5, Rio de Janeiro, Brazil, November 2005.
CASTRO, P.A.D.;
COELHO, G. P.; CAETANO, M. F.; VON ZUBEN, F. J. "Designing Ensembles
of Fuzzy Classification Systems: An Immune-Inspired Approach", In
Jacob, C.; Pilat, M.L.; Bentley, P.J and Timmis, J. (eds.)
Proceedings of the 4th International Conference on
Artificial Immune Systems (ICARIS), Lecture Notes in Computer Science,
Springer-Verlag, Berlin, vol. 3627, pp. 469-482, 2005.
ISBN:3-540-28175-4.
CASTRO, P.A.D. and CAMARGO, H.A. "An Heuristic Approach for generation of initial population of a Genetic Algorithm", IEEE International Conference of NAFIPS, Ann Arbor, Michigan, USA, 22-25 June 2005.
CASTRO, P.A.D.;
CAMARGO, H.A. "Focusing on Interpretability and Accuracy of a
Genetic Fuzzy System", Proceedings of IEEE International Conference
on Fuzzy System (FUZZ-IEEE), Reno-Nevada, 22-25 May 2005.
COELHO, G. P.; CASTRO, P.A.D.; Von Zuben, F. J.; "The Effective Use of Diverse Rule Bases in Fuzzy Classification", VII Congresso Brasileiro de Redes Neurais (CBRN), Natal, Rio Grande do Norte, 2005.
CASTRO, P.A.D.; CAMARGO, H.A; "Improving the genetic optimization of fuzzy rule base by imposing a constraint condition on the number of rules", V Artificial Intelligence National Meeting (ENIA), pp. 972-981, São Leopoldo, Rio Grande de Sul, 2005.
CASTRO, P.A.D.; CAMARGO, H.A. "Learning and Optimization of Fuzzy Rule Base by means of Self Adaptive Genetic Algorithms", Proceedings of IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Vol. 2, pp. 1037-1042, Budapest, Hungary, 25-29 July 2004.
CAMARGO, H.A;
PIRES, M.G.; CASTRO, P.A.D. "Genetic Design of Fuzzy
Knowledge Bases - a study of different approaches", 23rd IEEE
International Conference of North American Fuzzy Information Processing
Society (NAFIPS), Vol. 2, pp.954-959, Alberta,Canada, 27-30 June 2004.
CASTRO, P.A.D.;
PIRES, M.G.; CAMARGO, H.A; MORANDIN, O. "Genetic Learning of Fuzzy
Rules Applied to Sequencing Problem of FMS", IEEE International
Conference on Systems, Man, and Cybernetics, Vol. 5, pp. 4336-4341, The
Hague, Netherlands, 10-13 October 2004.
CASTRO, P.A.D.;
SANTORO, D.M.; CAMARGO, H.A.; NICOLETTI, M.C. "Improving a
Pittsburgh Learnt Fuzzy Rule Base Using Feature Subset Selection",
Proceedings of 4th International Conference on Hybrid Intelligent
Systems (HIS), pp.180-185, Kitakyushu, Japan, 05-08 December 2004.
CASTRO, P.A.D.;
CAMARGO, H.A; "A study of the impact of reasoning methods on the
genetic learning and optimization of fuzzy rule bases", In Bazzan,
A.L.C. and Labidi, S. (eds.) Proceedings of the 17th Brazilian
Symposium on Artificial Intelligence - (SBIA), Lecture Notes in
Artificial Intelligence, vol. 3171, pp. 414-423, Springer-Verlag,
Berlin, 2004.
CASTRO, P.A.D.; CAMARGO, H.A; "Um Paradigma Baseado em Algoritmos Genéticos para o Aprendizado de Regras Fuzzy", II WTDIA, São Luis, Maranhão, 2004.
PIRES, M.G.; CASTRO, P.A.D.; MORANDIN, O.; CAMARGO, H.A. "A Real Time Sequencing Rule for Machines of a FMS using Fuzzy Logic", IEEE International Conference on Systems, Man, and Cybernetics, Washington, EUA, 2003.
CASTRO, P.A.D.; PIRES, M.G.; CAMARGO, H.A. "Aprendizado e Seleção de Regras Fuzzy usando Algoritmos Genéticos", VI Brazilian Symposium on Intelligent Automation (SBAI), Bauru, São Paulo, 2003.
CASTRO, P.A.D. "Um Paradigma Baseado em Algoritmos Genéticos para o Aprendizado de Regras Fuzzy", II Congresso de Pós-Graduação da UFSCar, São Carlos, São Paulo, 2003.