Publications
Refereed Journal Papers
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R. G. F. Soares, H. Chen and X. Yao, ''Semisupervised Classification With Cluster Regularization'',
IEEE Transactions on Neural Networks and Learning Systems, 23(11): 1779-1792, November 2012.
- Text PDF
- Source code with RBF network: ClusterReg-RBF-1.0. ClusterReg with MLP will be available soon.
Book chapters
- CAMPOS, A. ; CANUTO, A. ; ALCHIERE, J. C. ; SOARES, R. G. F. ; SANTOS, A. ; MOURA, E. ; BARBOSA, Edyjane ; SANTOS, E. . A utilização de simulações computacionais para modelar organizações humanas. In: João Carlos Alchieri. (Editor). Avaliação Psicológica. : Vetor, 2007, v. , p. -.
Conference papers
- SOARES, R. G. F. ; Ludermir, T. B. ; DeCarvalho, F. A. T. . An Analysis of Meta-learning Techniques for Ranking Clustering Algorithms Applied to Artificial Data. In: International Conference on Artificial Neural Networks (ICANN), 2009, Limassol. Proceedings of the 19th International Conference on Artificial Neural Networks. Berlin / Heidelberg : Springer, 2009. v. 5768. p. 131-140.
- SOUTO, M. C. P. ; ARAUJO, D. A. S. ; FILHO, I. G. C. ; SOARES, R. G. F. ; Ludermir, T. B. ; SCHLIEP, A. Comparative Study on Normalization Procedures for Cluster Analysis of Gene Expression Datasets. In: International Joint Conference on Neural Networks, 2008, Hong Kong. Proceedings of International Joint Conference on Neural Networks. Los Alamitos : IEEE, 2008.
- SOUTO, M. C. P. ; PRUDÊNCIO, R. B. ; SOARES, R. G. F. ; ARAUJO, D. A. S. ; FILHO, I. G. C. ; Ludermir, T. B. ; SCHLIEP, A. . Ranking and Selecting Clustering Algorithms Using a Meta-learning Approach. In: International Joint Conference on Neural Networks, 2008, Hong Kong. Proceedings of International Joint Conference on Neural Networks. Los Alamitos : IEEE, 2008.
- SOUTO, M. C. P. ; SOARES, R. G. F. ; SANTANA, A. ; CANUTO, A. . Empirical Comparison of Dynamic Classifier Selection Methods Based on Diversity and Accuracy for Building Ensembles. In: International Joint Conference on Neural Networks, 2008, Hong Kong. Proceedings of International Joint Conference on Neural Networks. Los Alamitos : IEEE, 2008.
- SILVA, K. P. ; SOARES, R. G. F. ; DeCarvalho, F. A. T. ; Ludermir, T. B. Evolving Both Size and Accuracy of RBF Networks. In: International Joint Conference on Neural Networks, 2008, Hong Kong. Proceedings of International Joint Conference on Neural Networks. Los Alamitos : IEEE, 2008.
- SOARES, R. G. F. ; Silva, K. P. ; Ludermir, T. B. ; DeCarvalho, F. A. T. An Evolutionary Approach for the Clustering Data Problem. In: International Joint Conference on Neural Networks, 2008, Hong Kong. Proceedings of International Joint Conference on Neural Networks. Los Alamitos : IEEE, 2008.
- SOARES, R. G. F., Silva, K. P., DeCarvalho, F. A. T., Ludermir, T. B. Uma Abordagem Evolucionária para a Otimização de Redes RBF In: VIII Congresso Brasileiro de Redes Neurais (CBRN), 2007, Florianópolis. Anais do VIII Congresso Brasileiro de Redes Neurais (CBRN). , 2007. (in Portuguese)
- SILVA, K. P., SOARES, R. G. F., Ludermir, T. B., DeCarvalho, F. A. T. Uma Abordagem Evolucionária para a Tarefa de Agrupamento de Dados In: VIII Congresso Brasileiro de Redes Neurais (CBRN), 2007, Florianópolis. Anais do VIII Congresso Brasileiro de Redes Neurais (CBRN). , 2007. (in Portuguese)
- SANTANA, A., SOARES, R. G. F., CANUTO, A., SOUTO, M. C. P. A Dynamic Classifier Selection Method to Build Ensembles using Accuracy and Diversity In: Brazilian Symposium on Neural Networks (SBRN), 2006, Ribeirão Preto. Proc. of the IX Brazilian Symposium on Neural Networks. , 2006.
- CAMPOS, A., CANUTO, A., SANTOS, E., ALCHIERE, J. C., SOARES, R. G. F. A Flexible Framework for Representing Personality in Agents In: Int. Conference on Agents and Multi-agent Systems, 2006, Hakodate. IEEE/ACM proceedings of AAMAS 2006. , 2006. v.1. p.97 - 104
- SOARES, R. G. F., CAMPOS, A. Multiagent exploration task in games through negotiation In: V Brazilian Symposium on Computer Games and Digital Entertainment, 2006, Recife. Digital Proceedings of the V Brazilian Symposium on Computer Games and Digital Entertainment. Bruno Feijó, André Neves, Esteban Clua, Luciana Freire, Geber Ramalho e Marcelo Walter, 2006.
- CANUTO, A., CAMPOS, A., SANTOS, A., MOURA, E., SOARES, R. G. F., SANTOS, E., DANTAS, K. Simulating Working Environments Through the Use of Personality-based Agents In: International Joint Conference IBERAMIA/SBIA, 2006, Ribeirão Preto-SP. International Joint Conference IBERAMIA/SBIA. Lectures Notes in Artificial Inteligence - IBERAMIA/SBIA, 2006. v.4140. p.108 - 117
- SOARES, R. G. F., SANTANA, A., CANUTO, A., SOUTO, M. C. P. Using Accuracy and Diversity to Select Classifiers to Build Ensembles In: IEEE International Joint Conference on Neural Networks (IJCNN), 2006, Vancouver. Proc. of IEEE International Joint Conference on Neural Networks (IJCNN). , 2006. p.2289 - 2295
- CANUTO, A., CAMPOS, A., ALCHIERE, J. C., MOURA, E., SANTOS, A., SOARES, R. G. F., SANTOS, E. A personality-based model of agents for representing individuals in working organizations In: IEEE/WIC/ACM Intelligent Agent Technology, 2005, Compiegne. Proceedings do IEEE/WIC/ACM Intelligent Agent Technology. , 2005.
Paper presentations
- SOARES, R. G. F., Silva, K. P., DeCarvalho, F. A. T., Ludermir, T. B. Uma Abordagem Evolucionária para a Otimização de Redes RBF, 2007. (Oral presentation in Portuguese)
- SOARES, R. G. F., CAMPOS, A. Multiagent exploration task in games through negotiation, 2006. (Oral presentation)