Refereed Journal Papers
- R. G. F. Soares, H. Chen and X. Yao, "Efficient Cluster-Based Boosting for Semisupervised Classification," in IEEE Transactions on Neural Networks and Learning Systems.
- R. G. F. Soares, H. Chen and X. Yao, "A Cluster-Based Semisupervised Ensemble for Multiclass Classification," in IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 1, no. 6, pp. 408-420, Dec. 2017.
- R. G. F. Soares, H. Chen and X. Yao, "Semisupervised Classification With Cluster Regularization," in IEEE Transactions on Neural Networks and Learning Systems, vol. 23, no. 11, pp. 1779-1792, Nov. 2012.
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
- R. G. F. Soares and E. J. S. Pereira, "On the performance of pairings of activation and loss functions in neural networks," 2016 International Joint Conference on Neural Networks (IJCNN), Vancouver, BC, 2016, pp. 326-333.
- 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)