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2018

Conference Proceedings - International

  1. Carlos Natalino da Silva, Frederico Gualberto Ferreira Coelho, Antonio de Padua Braga, Lena Wosinska, Paolo Monti: A proactive resiliency strategy for optical cloud networks based on failure prediction. International Conference on Transparent Optical Networks, 2018
  1. Marcelo Versiani Carneiro, Antonio de Padua Braga, Turíbiu Tanus Salis: Application of Machine Learning Techniques to Predict Mechanical Properties of Steel Tubes. The Iron & Steel Technology Conference and Exposition, 2018

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2017

Journal Papers

  1. Frederico Coelho, Cristiano Castro, Antonio de Padua Braga, Michel Verleysen: Semi-supervised relevance index for feature selection. NEURAL COMPUTING & APPLICATIONS 28(1):1-9, 2017
  1. A.W.C. Faria, Frederico Gualberto Ferreira Coelho, A.M. Silva, H.P. Rocha, G.M. Almeida, André Paim Lemos, Antonio de Padua Braga: MILKDE: A new approach for multiple instance learning based on positive instance selection and kernel density estimation. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE 59(1):196-204, 2017
  1. Gustavo R.L. Silva, Rafael R. Medeiros, Brayan R. A. Jaimes, Carla C. Takahashi, Douglas A.G. Vieira, Antonio de Padua Braga: CUDA-based parallelization of Power Iteration Clustering for Large Datasets. IEEE Access 1(1):1-1, 2017

Conference Proceedings - National/Regional

  1. Juan Camilo Fonseca-galindo, Luiz Carlos Bambirra Torres, Gustavo R.L. Silva, Paulo Cirino Neto, Antonio de Padua Braga: CML-Simplex: uma abordagem de programação linear para classificadores incrementais de margem larga. Congresso Brasileiro de Inteligência Computacional, 2017
  1. Johnatan Melo Neto, C.L. Castro, Luiz C.B. Torres, Gustavo R.L. Silva, Antonio de Padua Braga: Otimização da AUC via Redes Neurais Evolutivas para Classificação de Dados Desbalanceados. Congresso Brasileiro de Inteligência Computacional, 2017
  1. Brayan Acevedo Jaimes, C.L. Castro, Luiz C.B. Torres, Gustavo R.L. Silva, Antonio de Padua Braga: Cluster-CV: Uma Abordagem de Visão Computacional para a Identificação Espacial de Agrupamentos de Dados. Congresso Brasileiro de Inteligência Computacional, 2017
  1. Liliane Gade, C.L. Castro, Luiz Carlos Bambirra Torres, Frederico Gualberto Ferreira Coelho, Antonio de Padua Braga, F. Sill Torres, Janier Arias Garcia: NN-clas: classificador geométrico de margem larga baseado na regra do vizinho mais próximo. Congresso Brasileiro de Inteligência Computacional, 2017
  1. Matheus Nogueira Salgado, Luiz Carlos Bambirra Torres, Antonio de Padua Braga: Modelo geométrico de margem larga baseado em propriedades estruturais de Grafos de Gabriel e em distância geodésica. Congresso Brasileiro de Inteligência Computacional, 2017
  1. Igor Pereira Gomes, Luiz Carlos Bambirra Torres, Antonio de Padua Braga: Aprendizado de Métrica Supervisionado para Classificador por Arestas de Suporte. Congresso Brasileiro de Inteligência Computacional, 2017
  1. Paulo Cirino Ribeiro Neto, Gustavo R.L. Silva, Antonio de Padua Braga: Quantile Hashing : Uma abordagem escalável baseada em Hashing sensível a localidade para o problema dos k-vizinhos mais próximos. Congresso Brasileiro de Inteligência Computacional, 2017
  1. Murilo Vale Ferreira Menezes, Luiz Carlos Bambirra Torres, Antonio de Padua Braga: Otimização da Largura de Kernels RBF para Máquinas de Vetores de Suporte: Uma Abordagem Baseada em Estimativa de Densidades. Congresso Brasileiro de Inteligência Computacional, 2017
  1. Juan Camilo Fonseca-galindo, Johnatan Melo Neto, André Paim Lemos, C.L. Castro, Antonio de Padua Braga: Modelo Logı́stico para Map-Matching Online de Trajetória de Veı́culos. Congressso Brasileiro de Inteligência Computacional, 2017

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2016

Journal Papers

  1. Talles Henrique de Medeiros, Honovan Paz Rocha, Frank Sill Torres, Ricardo Hiroshi Caldeira Takahashi, Antonio de Padua Braga: Multi-objective Decision in Machine Learning. JOURNAL OF CONTROL, AUTOMATION AND ELECTRICAL SYSTEMS 28(2):217-227, 2016
  1. R.N. Lima, G.M. de Almeida, Antonio de Padua Braga, Marcelo Cardoso: Trend modelling with artificial neural networks. Case study: Operating zones identification for higher SO3 incorporation in cement clinker. Engineering Applications of Artificial Intelligence 54(1):17-25, 2016
  1. Frederico Coelho, Antonio de Padua Braga, Michel Verleysen: A Mutual Information estimator for continuous and discrete variables applied to Feature Selection and Classification problems. INT J COMPUT INT SYS 9(4):726-733, 2016
  1. C.A.O. Silva, G.A.M. Goltz, E.H. Shiguemori, C.L. de Castro, H.F. de C. Velho, Antonio de Padua Braga: Image matching applied to autonomous navigation of unmanned aerial vehicles. International Journal of High Performance Systems Architecture 6(4), 2016

Conference Proceedings - National/Regional

  1. Yuri Souza Aurélio, Cristiano Leite de Castro, Antonio de Padua Braga: Função de custo logística sensível para melhorar performance da rede perceptron de múltiplas camadas. XII Simpósio de Mecânica Computacional, pp.128-135, 2016
  1. Brayan Acevedo Jaimes, Cristiano Leite de Castro, Antonio de Padua Braga: Implementação de uma Rede RBF como Classificador Semi-supervisionado baseado em COP-Kmeans. XXI Congresso Brasileiro de Automática - CBA2016, pp.116-121, 2016
  1. Juan C. F. Galindo, C.L. Castro, Antonio de Padua Braga: Sistema Automático para Reconhecimento de Placas de Automóveis baseado em Processamento Digital de Imagens e Redes Perceptron de Múltiplas Camadas. XIX Encontro Nacional de Modelagem Computacional, pp.1001-1006, 2016

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2015

Journal Papers

  1. Leonardo Silvestre, André Paim Lemos, João Pedro Braga, Antonio de Padua Braga: Dataset structure as prior information for parameter-free regularization of extreme learning machines. Neurocomputing (Amsterdam) 169(1):288-294, 2015
  1. Luiz Carlos Bambirra Torres, F. Coelho, F. Sill Torres, Antonio de Padua Braga, C.L. Castro: Distance-based large margin classifier suitable for integrated circuit implementation. Electronics Letters 51(1):1967-1969, 2015
  1. Alexandre Wagner Chagas Faria, Alisson Marques da Silva, Thiago de Souza Rodrigues, Marcelo Azevedo Costa, Antonio de Padua Braga: A Ranking Approach for Probe Selection and Classification of Microarray Data with Artificial Neural Networks. Journal of Computational Biology 22(10):953-961, 2015
  1. Euler Guimarães Horta, Cristiano Leite de Castro, Antonio de Padua Braga: Stream-Based Extreme Learning Machine Approach for Big Data Problems. Mathematical Problems in Engineering (Print) 2015(1):1-17, 2015
  1. M. Azevedo Costa, T. de Souza Rodrigues, A. G. F. da Costa, Rene Natowicz, Antonio de Padua Braga: Sequential selection of variables using short permutation procedures and multiple adjustments: An application to genomic data. Statistical Methods in Medical Research 1(1):1-2, 2015
  1. Gardeaux Vincent, Rachid Chelouah, Maria Fernanda Wanderley, Patrick Siarry, Antonio de Padua Braga, Fabien Reyal, Roman Rouzier, Lajos Pusztai, Rene Natowicz: Computing Molecular Signatures as Optima of a Bi-Objective Function: Method and Application to Prediction in Oncogenomics. Cancer Informatics (1), 2015
  1. Daniel Saavedra, Leonardo Catão Oliveira, Daniel Moreira Saturnino, Antonio de Padua Braga, Marcelo Cardoso: Modelling of downflow lo-solids cooking in a continuous digester. Appita Journal 68(1):67-71, 2015

Conference Proceedings - International

  1. Luiz C.B. Torres, Cristiano L. Castro, Antonio de Padua Braga: A parameterless mixture model for large margin classification. 2015 International Joint Conference on Neural Networks (IJCNN), 2015
  1. Honovan Rocha, M.A. Costa, Antonio de Padua Braga: Training Multi-Layer Perceptron with Multi-Objective Optimization and Spherical Weights Representation. European Symposium on Artificial Neural Networks, 2015
  1. Luiz Carlos Bambirra Torres, Cristiano Leite de Castro, Antonio de Padua Braga: Gabriel Graph for Dataset Structure and Large Margin Classification: A Bayesian Approach. European Symposium on Artificial Neural Networks, 2015
  1. David Pinto, André Paim Lemos, Antonio de Padua Braga: An affinity matrix approach for structure selection of extreme learning machines. European Symposium on Artificial Neural Networks, 2015

Conference Proceedings - National/Regional

  1. Marcus Vinicius F. Diadelmo, Luiz Carlos Bambirra Torres, V. Bittencourt, Frederico Gadelha Guimarães, Antonio de Padua Braga, Cristiano L. Castro: Classificador Incremental de Margem Larga com Memória Parcial via Grafo de Gabriel. Congresso Brasileiro de Inteligência Computacional - CBIC, 2015
  1. Carlos Anderson Oliveira Silva, Gustavo Augusto Mascarenhas Goltz, Élcio Hideiti Shiguemori, C.L. Castro, Haroldo Fraga de Campos Velho, Antonio de Padua Braga: Avaliação da Técnica de Casamento de Imagens para Navegação Autônoma de VANTs. Congresso Brasileiro de Inteligência Computacional - CBIC, 2015
  1. Honovan Rocha, Rafael Wilson Soares Ladeira, Antonio de Padua Braga: Análise de Métodos Construtivos, Busca Local e Metaheurísticas para o Problema de Seleção de Características. Congresso Brasileiro de Inteligência Computacional - CBIC, 2015

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2014

Journal Papers

  1. Maria Fernanda Wanderley, Luiz Carlos Bambirra Torres, René Natowicz, Antonio de Padua Braga: A maximum margin-based kernel width estimator and its application to the response to neoadjuvant chemotherapy. Revista Brasileira de Engenharia Biomédica (Impresso) 30(1):17-26, 2014

Conference Proceedings - International

  1. Alexandre Wagner Chagas Faria, David Menotti, André Paim Lemos, Antonio de Padua Braga: A new approach for multiple instance learning based on a homogeneity bag operator. European Symposium on Neural Networks, 2014
  1. Leonardo Silvestre, André Paim Lemos, João Pedro Braga, Antonio de Padua Braga: Parameter-free regularization in Extreme Learning Machines with affinity matrices. European Symposium on Neural Networks, 2014
  1. Euler Horta, Antonio de Padua Braga: An Extreme Learning Approach to Active Learning. European Symposium on Neural Networks, 2014
  1. Luiz Carlos Bambirra Torres, Cristiano Leite de Castro, Antonio de Padua Braga: A Graph of Gabriel Approach for Large Margin Classifiers. LA-CCI - Latin American Congress on Computational Intelligence, pp.25-29, 2014

Conference Proceedings - National/Regional

  1. Alexandre Wagner Chagas Faria, Alisson A.M. Silva, Luiz Carlos Bambirra Torres, Cristiano Leite de Castro, Sady Antônio Santos Filho, Ana Paula Souza, Carlos Julio Tierra-crioullo, Antonio de Padua Braga: SELECTION AND CLASSIFICATION METHODS FOR DETECTING IMAGINATION MOVEMENT AND SPONTANEOUS EEG SIGNALS: A STUDY OF METHODOLOGIES. Congresso Brasileiro de Engenharia Biomédica, 2014
  1. Paulo Campos Souza, Antonio de Padua Braga, Luiz Carlos Bambirra Torres, Frederico Gualberto Ferreira Coelho: ANÁLISE DE ALGORITMOS DE MAXIMIZAÇÃO DE MARGEM BASEADOS EM GRAFOS DE GABRIEL E FECHO AFIM. XX Congresso Brasileiro de Automática, 2014
  1. Vinicius Carvalho, Eduardo Mazoni Andrade Marçal Mendes, Antonio de Padua Braga: CLASSIFICAÇÃO DE CRISES EPILÉPTICAS POR DECOMPOSIÇÃO DE MODOS DE SINAIS DE EEG. XX Congresso Brasileiro de Automática, 2014
  1. Carla Caldeira Takahashi, Antonio de Padua Braga: MAPEAMENTO EXPLICITO PARA MÁQUINAS DE VETORES DE SUPORTE. XX Congresso Brasileiro de Automática, 2014
  1. David Pinto, André Paim Lemos, Antonio de Padua Braga: SELEÇÃO DE NEURÔNIOS ESCONDIDOS EM MÁQUINAS DE APRENDIZADO EXTREMO USANDO F-SCORES. XX Congresso Brasileiro de Automática, 2014

Book Chapters

  1. Luiz C. B. Torres, André P. Lemos, Cristiano L. Castro, Antonio de Padua Braga: A Geometrical Approach for Parameter Selection of Radial Basis Functions Networks. In: Lecture Notes in Computer Science, vol. 1. pp. ,531-538, 2014

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2013

Journal Papers

  1. Andre Andrade, Marcelo Costa, Leopoldo Paolucci, Antonio de Padua Braga, Flavio Pires, Herbert Ugrinowitsch, Hans-joachim Menzel: A new training algorithm using artificial neural networks to classify gender-specific dynamic gait patterns. Computer Methods in Biomechanics and Biomedical Engineering 16(1):1-9, 2013
  1. Cristiano L. Castro, Antonio de Padua Braga: Novel Cost-Sensitive Approach to Improve the Multilayer Perceptron Performance on Imbalanced Data. IEEE Transactions on Neural Networks and Learning Systems PP(99), 2013

Conference Proceedings - International

  1. Maria Fernanda Wanderley, Gardeaux Vincent, René Natowicz, Antonio de Padua Braga: GA-KDE-Bayes: An Evolutionary Wrapper Method Based on Non-Parametric Density Estimation Applied to Bioinformatics Problems. European Symposium on Neural Networks, 2013

Conference Proceedings - National/Regional

  1. Adriano Lages Santos, Luiz Carlos Bambirra Torres, Élcio Hideiti Shiguemori, Haroldo Fraga de Campos Velho, Antonio de Padua Braga: Controle e navegação de VANTs através de utilização de template matching. Computer on the beach 2013, 2013
  1. Leonardo Silvestre, Antonio de Padua Braga: Aprendizado Semissupervisionado com Extreme Learning Machines e Matrizes de Afinidade. Congresso Brasileiro de Inteligência Computacional (CBIC 2013), 2013
  1. Luiz Carlos Bambirra Torres, André Paim Lemos, Antonio de Padua Braga: Projeto de redes RBF baseado na estrutura dos dados e em informações de margem. Congresso Brasileiro de Inteligência Computacional (CBIC 2013), 2013
  1. Alexandre Wagner Chagas Faria, Cristiano Leite de Castro, Antonio de Padua Braga: A New Oversampling-Based Approach for Class Imbalance Problem. Congresso Brasileiro de Inteligência Computacional (CBIC 2013), 2013
  1. Euler Horta, Antonio de Padua Braga: Aplicação de Máquinas de Aprendizado Extremo ao Problema de Aprendizado Ativo. Congresso Brasileiro de Inteligência Computacional (CBIC 2013), 2013
  1. Honovan Rocha, M.A. Costa, Antonio de Padua Braga: Treinamento Multi-Objetivo de Redes Neurais Artificiais Baseado em Coordenadas Esféricas. Congresso Brasileiro de Inteligência Computacional (CBIC 2013), 2013
  1. Dorival Leão Pinto Júnior, André Paim Lemos, Antonio de Padua Braga: Seleção de Arquiteturas Neurais Autoassociativas pela Afinidade entre Matrizes. Congresso Brasileiro de Inteligência Computacional (CBIC 2013), 2013
  1. Cássio Fontes, Antonio de Padua Braga: Behavior Exploration for Model Selection of Image Based Result Quantification of Newly Developed HIV, HCV and FOB Lateral Flow Device Test. Congresso Brasileiro de Inteligência Computacional (CBIC 2013), 2013

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2012

Journal Papers

  1. Rogério Martins Gomes, Antonio de Padua Braga, Henrique Elias Borges: Information storage and retrieval analysis of hierarchically coupled associative memories. Information Sciences 1(1):1-1, 2012
  1. Marcelo Azevedo Costa, Antonio de Padua Braga, Benjamin Rodrigues de Menezes: Convergence analysis of sliding mode trajectories in multi-objective neural networks learning. Neural Networks 33(1):21-31, 2012

Conference Proceedings - International

  1. Frederico Coelho, Antonio de Padua Braga, Michel Verleysen: Cluster homogeneity as a semi-supervised principle for feature selection using mutual information. European Symposium on Neural Networks, 2012
  1. Silvia Grasiella Moreira Almeida, Frederico Gadelha Guimarães, Antonio de Padua Braga: A general approach for adaptive kernels in semi-supervised clustering. Intelligent Data Engineering and Automated Learning-IDEAL 2012, pp.508-515, 2012
  1. Luiz Carlos Bambirra Torres, Cristiano Leite de Castro, Antonio de Padua Braga: A Computational Geometry Approach for Pareto-Optimal Selection of Neural Networks. International Conference on Neural Networks - ICANN, pp.100-107, 2012
  1. Cristiano Leite de Castro, Antonio de Padua Braga: Improving ANNs Performance on Unbalanced Data with an AUC-Based Learning Algorithm. International Conference on Neural Networks - ICANN, pp.314-321, 2012

Conference Proceedings - National/Regional

  1. Hermes Magalhães, Marcelo Cherem Ramalho, Hani Camille Yehia, Antonio de Padua Braga: Medição de Velocidade Explorando Campos Consecutivos de um Vídeo com Captação Outdoor e Detecção de Bordas pelo Método Level Set. Congresso Brasileiro de Automática, pp.1949-1955, 2012
  1. Euler Horta, Élcio Hideiti Shiguemori, Haroldo Fraga de Campos Velho, Antonio de Padua Braga: Extração de características e casamento de padrões aplicados à estimação de posição de um VANT. Congresso Brasileiro de Automática, pp.5045-5050, 2012
  1. Dener Bartolini, Luiz Carlos Bambirra Torres, Cristiano Leite de Castro, Antonio de Padua Braga: Uma Nova Abordagem Baseada na Teoria dos Jogos para Seleção de Modelos Neurais. Congresso Brasileiro de Automática, pp.5421-5426, 2012

Book Chapters

  1. Luiz C. B. Torres, Cristiano L. Castro, Antonio de Padua Braga: A Computational Geometry Approach for Pareto-Optimal Selection of Neural Networks. In: Lecture Notes in Computer Science, vol. 11. pp. ,100-107, 2012
  1. Antonio de Padua Braga: Learning in artificial neural networks. In: ECG Signal Processing, Classification and Interpretation, vol. 11. pp. ,179-193, 2012

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2011

Journal Papers

  1. Frederico Coelho, Antonio de Padua Braga, René Natowicz, Roman Rouzier: Semi-supervised model applied to the prediction of the response to preoperative chemotherapy for breast cancer. Soft Computing (Berlin. Print) 15(1):1137-1144, 2011
  1. Gabriela E. Soares, Henrique E. Borges, Rogério Martins Gomes, Gustavo M. Zeferino, Antonio de Padua Braga: Emergence of synchronicity in a self-organizing spiking neuron network: an approach via genetic algorithms. Natural Computing 1(1), 2011
  1. Thiago de Souza Rodrigues, Fernanda Caldas Cardoso, Santuza Maria Ribeiro Teixeira, Sergio Costa Oliveira, Antonio de Padua Braga: Protein Classification with Extended-Sequence Coding by Sliding Window. IEEE/ACM Transactions on Computational Biology and Bioinformatics (Print) 8(6):1721-1726, 2011
  1. Bruno H. G. Barbosa, L.A. Aguirre, Carlos Barreira Martinez, Antonio de Padua Braga: Black and Gray-Box Identification of a Hydraulic Pumping System. IEEE Transactions on Control Systems Technology (Print) 19(2):398-406, 2011
  1. Cristiano Leite de Castro, Antonio de Padua Braga: Aprendizado Supervisionado com Conjuntos de Dados Desbalanceados: Uma Visão Geral. Controle & Automação (Impresso) 22(5):441-466, 2011

Conference Proceedings - International

  1. Gardeaux Vincent, Rene Natowicz, Rachid Chelouah, Roman Rouzier, Antonio de Padua Braga, Patrick Siarry: Un Algorithme D?Optimisation À Haute Dimension Pour La Fouille De Données : Méthode Et Application En Onco-Pharmacogénomique. XII congrès annuel de la société française de recherche opérationnelle et d’aide à la dècision, 2011
  1. Andréia Abrahão Sant’anna, Antonio de Padua Braga, Marcelo Cardoso, Frederico Medina Vargas: Modelagem de um sistema de evaporação de uma indústria de celulose utilizando redes neurais. XV Congresso Internacional de Automação, Sistemas e Instrumentação - Brazil Automation ISA 2011, 2011

Conference Proceedings - National/Regional

  1. Euler Teixeira, Antonio de Padua Braga, Hani Camille Yehia: COP-Kmeans e Clustering Semi-Supervisionado Através de Restrições. X Congresso Brasileiro de Inteligência Computacional, 2011
  1. Honovan Rocha, Antonio de Padua Braga: Seleção Clonal de Características Rankeadas por Filtros Uni Variados para Classificação de Tipos De Leucemia Aguda. X Congresso Brasileiro de Inteligência Computacional, 2011
  1. Honovan Rocha, Cristiano Leite de Castro, Antonio de Padua Braga: Seleção de Modelos Neurais Utilizando Evolução Diferencial Através do Controle de Erro e Norma do Vetor de Pesos. X Congresso Brasileiro de Inteligência Computacional, 2011
  1. Luiz Carlos Bambirra Torres, Cristiano Leite de Castro, Antonio de Padua Braga: Estratégia de Decisão Baseada em Margem para o Aprendizado Multiobjetivo de Redes Neurais. X Congresso Brasileiro de Inteligência Computacional, 2011
  1. André Paim Lemos, Antonio de Padua Braga: Uma Proposta de Melhoria do Algoritmo Guloso de Estimação de Mistura de Gaussianas. ENIA - Encontro Nacional de Inteligência Artificial, 2011
  1. Bruno Barbosa, L.A. Aguirre, Antonio de Padua Braga: Algoritmos Evolucionários na Identificação de Sistemas Híbridos PWA. SBAI - Simpósio Brasileiro de Automação Inteligente, 2011

Book Chapters

  1. M. Costa, Antonio de Padua Braga: Gradient Descent Decomposition for Multi-Objective Learning. In: The 12th International Conference on Intelligent Data Engineering and Automated Learning, vol. 1. pp. ,377-384, 2011

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2010

Journal Papers

  1. Bruno Barbosa, Lam Bui, Hussein Abbass, L.A. Aguirre, Antonio de Padua Braga: The use of Co?evolution and the Artificial Immune System for Ensemble Learning. Soft Computing (Heidelberg) 14(1), 2010
  1. Illya Kokshenev, Antonio de Padua Braga: An effcient multi-objective learning algorithm for RBF neural network. Neurocomputing (Amsterdam) 73(1):2799-2808, 2010
  1. L.A. Aguirre, Bruno Barbosa, Antonio de Padua Braga: Prediction and Simulation Errors in Parameter Estimation for Nonlinear Systems. Mechanical Systems and Signal Processing 24(1):2855-2867, 2010
  1. Tiago Mendonça Silva, Antonio de Padua Braga, Wilian Soares Lacerda: Pipelined on-line back-propagation training of an artificial neural network on a parallel multiprocessor system. Learning and Nonlinear Models 8(2):120-123, 2010

Conference Proceedings - International

  1. Frederico Gualberto Ferreira Coelho, Antonio de Padua Braga, Michel Verleysen: Multi-Objective Semi-supervised Feature Selection and Model Selection based on Pearson’s Correlation Coefficient. XV Ibero-American Conference on Pattern Recognition, 2010
  1. Thiago Turchetti Maia, Antonio de Padua Braga: Introduction to Computational Intelligence Business Applications. European Symposium on Neural Networks, 2010
  1. Rene Natowicz, Carmén Déa Morais Pataro, Roberto Incitti, M.A. Costa, Arben Cela, Thiago de Souza Rodrigues, Antonio de Padua Braga, Roman Rouzier: Prediction of Chemotherapy Outcomes by Optimal Gene Subsets Selected by Dynamic Programming. Cancer Bioinformatics Workshop, 2010
  1. Cássio Fontes, Ana Luiza Turchetti Maia, Jerôme Barron, Antonio de Padua Braga: Affinity matrix representation of spike train activities in the early visual pathway. 32nd IEEE International Conference of Engineering in Medicine and Biological Sciences, pp.1398-1400, 2010
  1. Maria Fernanda Wanderley, Antonio de Padua Braga, Eduardo Mazoni Andrade Marçal Mendes, Rene Natowicz, Roman Rouzier: Non-Parametric Kernel Density Estimation for the Prediction of Neoadjuvant Chemotherapy Outcomes. 32nd IEEE International Conference of Engineering in Medicine and Biological Sciences, pp.1775-1778, 2010

Conference Proceedings - National/Regional

  1. Maria Fernanda Wanderley, Antonio de Padua Braga, Eduardo Mazoni Andrade Marçal Mendes, Rene Natowicz, Roman Rouzier: Estimadores de Kernel Aplicados à Modelagem e Classificação de Dados de Eficiência de Quimioterapia Neoadjuvante. XXX Congresso da Sociedade Brasileira de Computação (WIM 2010), 2010
  1. Cristiano Leite de Castro, Antonio de Padua Braga: Aprendizado de Redes MLP através da Otimização da Área Abaixo da Curva ROC. Congresso Brasileiro de Automática, 2010
  1. Leonardo Silvestre, Cristiano Leite de Castro, Antonio de Padua Braga: Treinamento de redes Perceptron de Múltiplas Camadas utilizando o conceito de Sparse Distributed Memory. Congresso Brasileiro de Automática, 2010
  1. Cássio Fontes, Rene Natowicz, Roman Rouzier, Antonio de Padua Braga: Isolation of DNA probes and their correlation with neoadjuvant chemotherapy outcome for breast cancer. Congresso Brasileiro de Automática, 2010
  1. Cássio Fontes, Antonio de Padua Braga, Ana Luiza Turchetti Maia, Jerôme Barron: Functional characterization of neurons in the early visual pathway: an exploration of spike train classification methods. XXX Congresso da Sociedade Brasileira de Computação (WIM 2010), 2010

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2009

Journal Papers

  1. Andre Paoliello Modenesi, Antonio de Padua Braga: Analysis of time series novelty detection strategies for synthetic and real data. Neural Processing Letters 30(1):1-17, 2009
  1. B.P.R. Carvalho, Antonio de Padua Braga: IP-LSSVM: A two-step sparse classifier. Pattern Recognition Letters 30(1):1507-1515, 2009
  1. Carlos A Laurentys, Antonio de Padua Braga, Sinval Nascimento, Vinícius Paiva, Hélvio Martins, Rodolfo Torres, Walmir Matos Caminhas: Intelligent Thermographic Diagnostic Applied to Surge Arresters: A New Approach. IEEE Transactions on Power Delivery 24(2):751-757, 2009

Conference Proceedings - International

  1. Tijl de Bie, Thiago Turchetti Maia, Antonio de Padua Braga: Machine learning with labeled and unlabeled data. European Symposium on Neural Networks, pp.1-10, 2009
  1. Francisco Alberto de Andrade Queiroz, Antonio de Padua Braga, Witold Pedrycz: Sorted kernel matrices as cluster validity indexes. 2009 IFSA World Congress, pp.1490-1495, 2009
  1. Cristiano Leite de Castro, Antonio de Padua Braga: Artificial neural networks learning in ROC space. International Conference on Neural Computation, 2009
  1. Rene Natowicz, Roman Rouzier, Antonio de Padua Braga, Roberto Incitti, M.A. Costa, Patrick Siarry, Arben Cela, Euler Horta, Carmén Déa Morais Pataro, Thiago de Souza Rodrigues: Computational intelligence for predicting the chemotherapy outcomes in breast cancer. Colóquio em informática Brasil/INRIA (COLIBRI), 2009
  1. Rene Natowicz, Roberto Incitti, Roman Rouzier, Antonio de Padua Braga, M.A. Costa, Lajos Pusztai: Computational intelligence in onco-pharmacogenomics for predicting the outcomes of chemotherapy treatments. 2nd INRIA-NIH Biomedical Computing Workshop, 2009

Conference Proceedings - National/Regional

  1. Frederico Gualberto Ferreira Coelho, Antonio de Padua Braga, Rene Natowicz, Roman Rouzier: SEMI-SUPERVISED MODEL APPLIED TO THE PREDICTION OF THE RESPONSE TO PREOPERATIVE CHEMOTHERAPY FOR BREAST CANCER. Congresso Brasileiro de Redes Neurais, 2009
  1. Talles Henrique de Medeiros, Antonio de Padua Braga, Ricardo Hiroshi Caldeira Takahashi: A INCORPORAÇÃO DO CONHECIMENTO PREVIO NA ESTRATÉGIA DE DECISÃO DO APRENDIZADO MULTI-OBJETIVO. Congresso Brasileiro de Redes Neurais, 2009
  1. Tiago Mendonça Silva, Antonio de Padua Braga, Wilian Soares Lacerda: PIPELINED ON-LINE BACK-PROPAGATION TRAINING OF AN ARTIFICIAL NEURAL NETWORK ON A PARALLEL MULTIPROCESSOR SYSTEM. Congresso Brasileiro de Redes Neurais, 2009
  1. Carlos A Laurentys Almeida, Walmir Matos Caminhas, Antonio de Padua Braga, Hélvio Martins: Diagnóstico inteligente de pára-raios: uma nova abordagem. XX Seminário Nacional de Produção e Transmissão de Energia Elétrica, 2009

Book Chapters

  1. Rene Natowicz, Roberto Incitti, Roman Rouzier, Arben Cela, Antonio de Padua Braga, Euler Horta, Thiago de Souza Rodrigues, M.A. Costa, Carmén Déa Morais Pataro: Downsizing multigenic predictors of the response to preoperative chemotherapy in breast cancer. In: Investigating Human Cancer with Computational Intelligence Techniques, vol. 120143. pp. ,29-41, 2009
  1. M.A. Costa, Thiago de Souza Rodrigues, Euler Horta, Antonio de Padua Braga, Carmén Déa Morais Pataro, Rene Natowicz, Roberto Incitti, Roman Rouzier, Arben Cela: New Multi-Objective Algorithms for Neural Network Training Applied to Genomic Classification Data. In: Foundations of Computational Intelligence, vol. 120143. pp. ,63-82, 2009
  1. Cristiano Leite de Castro, Mateus de Araújo Carvalho, Antonio de Padua Braga: An Improved Algorithm for SVMs Classification of Imbalanced Data Sets. In: Engineering Applications of Neural Networks, vol. 120143. pp. ,108-118, 2009

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2008

Journal Papers

  1. Illya Kokshenev, Antonio de Padua Braga: A multi-objective approach to RBF network learning. Neurocomputing (Amsterdam) 71(1):1203-1209, 2008
  1. Thiago Turchetti Maia, Antonio de Padua Braga, André F. de Carvalho: Hybrid classification algorithms based on boosting and support vector machines. Kybernetes 37(9):1469-1491, 2008

Conference Proceedings - International

  1. Rene Natowicz, Antonio de Padua Braga, Euler Horta, Roberto Incitti, Roman Rouzier, Thiago de Souza Rodrigues, M.A. Costa: A new method of DNA probes selection and its use with multi-objective neural network for predicting the outcome of breast cancer preoperative chemotherapy. In European Symposium on Neural Networks (ESANN08), 2008
  1. Rene Natowicz, Roberto Incitti, Antonio de Padua Braga, Roman Rouzier: Sondes à ADN bi-informatives et prédicteurs multigéniques de la réponse à la chimiothérapie néo-adjuvante pour le cancer du sein. Applications Médicales de l’Informatique : Nouvelles Approches (AMINA), 2008
  1. Bruno Barbosa, Lam Bui, Hussein Abbass, Luis Antônio Aguirre, Antonio de Padua Braga: Evolving an Ensemble of Neural Networks using Artificial Immune Systems. Simulated Evolution and Learning (SEAL), 2008
  1. Rogério Martins Gomes, Antonio de Padua Braga, Henrique E. Borges: Evolutionary analysis of hierarchically coupled associative memories. Brain Inspired Cognitive Systems, 2008

Conference Proceedings - National/Regional

  1. Euler Horta, Antonio de Padua Braga, Rodney Rezende Saldanha: Acelerando o Treinamento Multiobjetivo de RNAs pelo Método de Gradiente Projetado. Congresso Brasileiro de Automática, 2008
  1. Cristiano Leite de Castro, Antonio de Padua Braga: Optimization of the Area Under the ROC Curve,. X Simpósio Brasileiro de Redes Neurais (SBRN2008), 2008
  1. Illya Kokshenev, Antonio de Padua Braga: A multi-objective learning algorithm for RBF neural network. X Simpósio Brasileiro de Redes Neurais (SBRN2008), 2008

Book Chapters

  1. Antonio de Padua Braga, Euler Horta, Rene Natowicz, Roman Rouzier, Roberto Incitti, Thiago de Souza Rodrigues, M.A. Costa, Carmén Déa Morais Pataro, Arben Cela: Bayesian Classifiers for predicting the outcome of breast cancer preoperative chemotherapy. In: Artificial Neural Networks in Pattern Recognition, Lecture Notes in Artificial Intelligence (LNAI 5064), vol. 50641. pp. ,263-266, 2008
  1. André de Carvalho, Antonio de Padua Braga, Teresa Ludermir: Credit Card User’s Data Mining. In: Data Warehousing and Mining: Concepts, Methodologies, Tools, and Applications, vol. 50641. pp. ,2464-2467, 2008

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2007

Books

  1. Antonio de Padua Braga, A. C. P. L. F. Carvalho, T. B. Ludermir: Redes Neurais Artificiais: Teoria e Aplicações. LTC - Livros Técnicos e Científicos, Rio de Janeiro, Brasil. 260 pages. 2007.

Journal Papers

  1. Bernardo Penna Resende de Carvalho, Antonio de Padua Braga, Wilian Soares Lacerda: RRS + LS-SVM: a new strategy for ?a priori? sample selection. Neural Computing & Applications (Print) 16(3):221-229, 2007
  1. M.A. Costa, Antonio de Padua Braga, B.R. Menezes: Improving generalization of MLPs with Sliding Mode Control and the Levenberg-Marquadt algorithm. Neurocomputing (Amsterdam) 70(1):1342-1347, 2007

Conference Proceedings - International

  1. Illya Kokshenev, Antonio de Padua Braga: Complexity Bounds of Radial Basis Functions and Multi-Objective Learning. European Symposium on Neural Networks, pp.73-78, 2007
  1. Bernardo Penna Resende de Carvalho, Wilian Soares Lacerda, Antonio de Padua Braga: A-LSSVM: an Adaline Based Iterative Sparse LS_SVM Classifier. European Symposium on Neural Networks, pp.331-336, 2007
  1. Talles Henrique de Medeiros, Ricardo Hiroshi Caldeira Takahashi, Antonio de Padua Braga: A New Decision Strategy in Multi-Objective Training of Artificial Neural Networks. European Symposium on Neural Networks, pp.555-560, 2007
  1. Patrícia Teixeira Sampaio, Antonio de Padua Braga, Takeshi Fujii: Neural networks thermal model of a laddle furnace. Engineering applications of neural networks (EANN’07), pp.1-1, 2007

Conference Proceedings - National/Regional

  1. Anderson Furieri, Antonio de Padua Braga, Marcus Vinicius Abrantes Abreu, Turíbiu Tanus Salis: Previsão da corrente de perdas do laminador break down ii da linha de laminação de perfis açominas utilizando redes neurais artificiais. XI Seminário de Automação de Processos - ABM, 2007
  1. Patrícia Teixeira Sampaio, Antonio de Padua Braga, Takeshi Fujii: Modelagem térmica do forno panela utilizando redes neurais artificiais. XI Seminário de Automação de Processos da ABM, 2007

Book Chapters

  1. R.A. Teixeira, Antonio de Padua Braga, Rodney Resende Saldanha, Ricardo Hiroshi Caldeira Takahashi, Talles Henrique de Medeiros: The Usage of Golden Section in Calculating the Efficient Solution in Artificial Neural Networks Training by Multi-objective Optimization. In: Lecture Notes in Computer Science, vol. 46684643. pp. ,289-298, 2007
  1. C.N. Nobre, Antonio de Padua Braga, José Miguel Ortega: High Efficiency on Prediction of Translation Initiation Site (TIS) of RefSeq Sequences. In: Advances in Bioinformatics and Computational Biology (Lecture Notes in Computer Science), vol. 46684643. pp. ,138-148, 2007

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2006

Journal Papers

  1. Murilo Saraiva Queiroz, Roberto Coelho de Berredo, Antonio de Padua Braga: Reinforcement learning of a simple control task using the spiking response model. Neurocomputing (Amsterdam) 70(1):14-20, 2006

Conference Proceedings - International

  1. Marcelo Azevedo Costa, Antonio de Padua Braga: Optimization of neural networks with multi-objective LASSO algorithm. International Joint Conference on Neural Networks, 2006

Conference Proceedings - National/Regional

  1. Rogério Martins Gomes, Antonio de Padua Braga, H. E. Borges: Storage capacity of hierarchically coupled associative memories. Simpósio Brasileiro de Redes Neurais, 2006
  1. Leonardo Max Batista Claudino, Arnaldo Albuquerque de Araújo, Antonio de Padua Braga: Segmentação de Fragmentos de Texto para a Localizaçã de Placas de Automóveis. Simpósio Brasileiro de Computação Gráfica e Processamento de Imagens (SIBGRAPI2006), 2006
  1. Rogério Martins Gomes, Antonio de Padua Braga, Henrique E. Borges: Análise de convergência em memórias associativas hierarquicamente acopladas. IX Encontro de Modelagem Computacional, 2006

Book Chapters

  1. Antonio de Padua Braga, Ricardo Hiroshi Caldeira Takahashi, Roselito de Albuquerque Teixeira, Marcelo Azevedo Costa: Multi-objective algorithms for neural network learning. In: Multi-objective Machine Learning (Series: Studies in Computational Intelligence), vol. 112006
  1. Cristiano Leite de Castro, Antonio de Padua Braga: Forecasting the Stock Market with Anns and Autonomous Agents. In: Encyclopedia of E-Commerce, E-Government and Mobile Commerce, vol. 11. pp. ,520-524, 2006

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2005

Journal Papers

  1. Estefane Lacerda, A. C. P. L. F. Carvalho, Antonio de Padua Braga, T. B. Ludermir: Evolutionary radial basis functions for credit assessment. Applied Intelligence (Boston) 22(1):167-182, 2005

Conference Proceedings - International

  1. Antônio Pelli Neto, Antonio de Padua Braga: Redes Neurais Artificiais - Aplicação e Comparação dos Resultados com Regressão Linear nas Avaliações de Imóveis Urbanos. I Congresso Internacional de Valuación y Catastro - Valuación 2005, 2005
  1. Carlos A Laurentys Almeida, Walmir Matos Caminhas, Antonio de Padua Braga, Vinícius Paiva, Hélvio Matins, Rodolfo Torres: Intelligent detection and diagnosis of lightning arrester faults using digital thermovision image processing techniques. SPIE Defense & Security Symposium - Thermosense XXVII, pp.109-120, 2005
  1. Sérgio Pacheco, Antonio de Padua Braga, Tiago Lima Tarocco, Daniel de Oliveira Tavares: Neural Network Model of a Neutral Leaching Zinc Process. International Conference on Engineering Applications of Neural Networks - EANN05, 2005
  1. Thiago de Souza Rodrigues, Antonio de Padua Braga, Santuza Maria Ribeiro Teixeira, Sergio Costa Oliveira: Protein Classification with Extended Sequence Coding by Sliding Window. IX Annual International Conference on Research in Computacional Molecular Biology, 2005
  1. Bernardo Pena Resende Carvalho, Wilian Soares Lacerda, Antonio de Padua Braga: A Hybrid Approach for Sparse Least Squares Support Vector Machines. Fifth International Conference on Hybrid Intelligent Systems - HIS’05, 2005
  1. Wilian Soares Lacerda, Antonio de Padua Braga: Design of digital classifier circuits with nearest neighbour prior sample selection. Fifth International Conference on Hybrid Intelligent Systems - HIS’05, 2005
  1. Marcelo Mourão Silva, Thiago Turchetti Maia, Antonio de Padua Braga: An Evolutionary Approach to transduction in Support Vector Machines. Fifth International Conference on Hybrid Intelligent Systems - HIS’05, 2005

Conference Proceedings - National/Regional

  1. Cristiano Leite de Castro, Antonio de Padua Braga, Alessandro Vivas Andrade: Aplicação de um modelo Ensemble de Redes Neurais Artificiais para previsão de Séries Temporais não Estacionárias. V ENIA - Encontro Nacional de Inteligência Artificial, pp.722-731, 2005
  1. Bernardo Penna Resende de Carvalho, Antonio de Padua Braga: Novas Estratégias para Treinamento de Least Squares Support Vector Machines. V Encontro Nacional de Inteligência Artificial, pp.524-533, 2005
  1. Rogério Martins Gomes, Antonio de Padua Braga, Henrique E. Borges: Energy Analysis of Hierarchically Coupled Generalized-Brain-State-in-Box (GSBS) Neural Network. V Encontro Nacional de Inteligência Artificial, pp.771-780, 2005

Book Chapters

  1. Leonardo Max Batista Claudino, Antonio de Padua Braga, Arnaldo Albuquerque de Araújo, André Oliveira: Unsupervised Segmentation of Text Fragments in Real Scenes. In: Image analysis and processing (Lecture Notes in Computer Science), vol. 36173696. pp. ,399-406, 2005
  1. Rogério Martins Gomes, Antonio de Padua Braga, Henrique E. Borges: A Model for Hierarchical Associative Memories via Dynamically Coupled GSBS Neural Networks. In: Lecture Notes in Computer Science, vol. 36173696. pp. ,173-178, 2005

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2004

Journal Papers

  1. Marcus Tadeu Pinheiro Silva, Antonio de Padua Braga, Wilian Soares Lacerda: Reconfigurable co-processor for Kanerva’s Sparse Distributed Memory. Microprocessors and Microsystems 28(1):127-134, 2004
  1. Thiago de Souza Rodrigues, Lucila Grossi Goncalves Pacifico, Santuza Maria Ribeiro Teixeira, Sergio Costa Oliveira, Antonio de Padua Braga: Clustering and artificial neural networks classification of variable length helmiths antigens in set of domains. Genetics and Molecular Biology (Impresso) 27(1):673-678, 2004

Conference Proceedings - International

  1. Carlos A Laurentys, Walmir Matos Caminhas, Antonio de Padua Braga, Rodolfo Torres, Helvio Martins: Sistema de integração e gerenciamento avançado de pára-raios. IEEE Power Engineering Society Transmission and Distribution, 2004
  1. Carlos A Laurentys, Antonio de Padua Braga, Rodolfo Torres, Hélvio Martins, Sinval Nascimento, Walmir Matos Caminhas: Detecção e diagnóstico inteligente de falhas em pára-raios utilizando técnicas de redes neurais. IEEE Power Engineering Society Transmission and Distribution, 2004

Conference Proceedings - National/Regional

  1. Wilian Soares Lacerda, Antonio de Padua Braga: Um novo método para determinação de margens utilizando a regra do vizinho mais próximo modificada. Simpósio Brasileiro de Redes Neurais, 2004
  1. Marcelo Azevedo Costa, Antonio de Padua Braga, B.R. Menezes: Ajustes dos ganhos do algoritmo multi-objetivo com controle por modos deslizantes. Simpósio Brasileiro de Redes Neurais, 2004
  1. Roselito de Albuquerque Teixeira, Antonio de Padua Braga, Ricardo Hiroshi Caldeira Takahashi, Rodney Resende Saldanha: Utilização de seção áurea no cálculo de soluções eficientes para treinamento de redes neurais artificiais. Simpósio Brasileiro de Redes Neurais, 2004
  1. Bernardo Pena Resende Carvalho, Antonio de Padua Braga: Estratégias neurais para treinamento de least squares support vector machines. Simpósio Brasileiro de Redes Neurais, 2004
  1. Murilo Saraiva Queiroz, Antonio de Padua Braga: Reinforcement learning in spiking neurons: a new algorithm for the spiking response model. Simpósio Brasileiro de Redes Neurais, 2004
  1. Daniel Henrique Dominguete Carvalho, Antonio de Padua Braga: Ajuste da generalização em redes de base radial: uma abordagem multi-objetivo para estimação de parâmetros. Simpósio Brasileiro de Redes Neurais, 2004
  1. Marcelo Mourão Silva, Luciano de Araújo Pimenta, Antonio de Padua Braga: Um estudo comparativo entre bagging de redes MLP e o treinamento multi-objetivo. Simpósio Brasileiro de Redes Neurais, 2004

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2003

Journal Papers

  1. G. G. Parma, B.R. Menezes, Antonio de Padua Braga, M.A. Costa: Sliding Mode Neural Network Control of an Induction Motor Drive. International Journal of Adaptive Control and Signal Processing (Print) 17(1):501-508, 2003
  1. M.A. Costa, Antonio de Padua Braga, B.R. Menezes, Roselito de Albuquerque Teixeira, G. G. Parma: Training Neural Networks with a Multi-Objective Sliding Mode Control Algorithm. Neurocomputing (Amsterdam) 51(1):467-473, 2003
  1. M.A. Costa, Antonio de Padua Braga, B.R. Menezes: Improving Neural Networks Generalization with New Constructive and Pruning Methods. Journal of Intelligent & Fuzzy Systems 13(1):75-83, 2003

Conference Proceedings - International

  1. Talles Henrique de Medeiros, Douglas Alexandre Gomes Vieira, Rodney Rezende Saldanha, Antonio de Padua Braga, Walmir Matos Caminhas, João Antônio Vasconcelos: Redes neurais artificiais treinadas com algoritmo multi-objetivo aplicadas a problemas de otimização. XXIV Iberian Latin-American Congress on Computacional Methods in Engineering, 2003

Conference Proceedings - National/Regional

  1. Alessandro Marques Monteiro, Antonio de Padua Braga, Bernardo Penna Resende de Carvalho: Modelagem Neural de um Processo de Produção de Pelotas de Minério de Ferro. Seminário de Automação de Processos da ABM, 2003
  1. Júlio César Justino, Ademir Nied, B.R. Menezes, G. G. Parma, Antonio de Padua Braga: Treinamento de redes neurais utlizando controle por modos deslizantes com ganho adaptativo. Simpósio Brasileiro de Automação Inteligente, 2003

Book Chapters

  1. A. C. P. L. F. Carvalho, Antonio de Padua Braga, T. B. Ludermir: Computação Evolutiva. In: Sistemas Inteligentes, vol. 11111. pp. ,225-248, 2003
  1. Antonio de Padua Braga, A. C. P. L. F. Carvalho, T. B. Ludermir: Redes Neurais Artificiais. In: Sistemas Inteligentes, vol. 11111. pp. ,141-168, 2003
  1. T. B. Ludermir, A. C. P. L. F. Carvalho, Antonio de Padua Braga, Marcílio Pereira de Souto: Sistemas Inteligentes Híbridos. In: Sistemas Inteligentesq, vol. 11111. pp. ,250-268, 2003
  1. T. B. Ludermir, A. C. P. L. F. Carvalho, Antonio de Padua Braga: Nariz Artificial. In: Sistemas Inteligentes, vol. 11111. pp. ,391-394, 2003
  1. Paulo Henrique Novais Ferreira, Miroslav Bires, Antonio de Padua Braga: Modelagem por RNA do processo de flotação de minério de ferro. In: Sistemas Inteligentes, vol. 11111. pp. ,445-448, 2003

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2002

Journal Papers

  1. Jorge Neves, João Pedro Braga, Antonio de Padua Braga, M.B. Almeida: Recurrent neural network model to retrieve the long range spherical potential energy function from second virial coefficient. Inverse Problems in Engineering (Cessou em 2003. Cont. ISSN 1741-5977 Inverse Problems in Science & Engineering (Print)) 10(1):153-162, 2002

Conference Proceedings - National/Regional

  1. M.A. Costa, Antonio de Padua Braga, B.R. Menezes, G. G. Parma, R.A. Teixeira: Control of Generalization with a Bi-Objective Sliding Mode Control Algorithm. VII Simpósio Brasileiro de Redes Neurais, 2002
  1. M.A. Costa, Antonio de Padua Braga, B.R. Menezes: Constructive and Pruning Methods for Neural Network Design. VII Simpósio Brasileiro de Redes Neurais, 2002
  1. R.A. Teixeira, Antonio de Padua Braga, Ricardo Hiroshi Caldeira Takahashi, Rodney Resende Saldanha: Decisor implementation in neural model selection by multi-objective optimizaton. VII Simpósio Brasileiro de Redes Neurais, 2002
  1. Éber Machado Duarte, Antonio de Padua Braga, José Luis Braga: Internet economic news gathering and classification: a neural network software agent based approach. VII Simpósio Brasileiro de Redes Neurais, 2002
  1. Marlon Rosa de Oliveira, Douglas Rodrigues de Oliveira, B.R. Menezes, Antonio de Padua Braga, Walmir Matos Caminhas: Aplicação de Inteligência Computacional na Determinação da Força de Laminação. Seminário de Automação de Processos da ABM, pp.134-142, 2002
  1. Miroslav Bires, Antonio de Padua Braga: Modelagem por Redes Neurais Artificiais da Flotação de Minério de Ferro da Usina Cauê da CVRD. Seminário de Automação de Processos da ABM, pp.154-162, 2002
  1. M.A. Costa, B.R. Menezes, Antonio de Padua Braga: Improved generalization learning with Sliding Mode Control and the Levenberg-Marquadt algorithm. Simpósio Brasileiro de Redes Neurais, 2002

Book Chapters

  1. Antonio de Padua Braga, A. C. P. L. F. Carvalho, T. B. Ludermir, M.B. Almeida, Estefane Lacerda: Radial Basis Functions Networks. In: Nonlinear Modeling and Forecasting of High Frequency Financial and Economic Time Series, vol. 11. pp. ,159-176, 2002
  1. A. C. P. L. F. Carvalho, Antonio de Padua Braga, T. B. Ludermir, Solange Rezende: Predicting credit card users behaviour: a datamining approach. In: Datamining: a heuristic approach, vol. 11. pp. ,241-262, 2002

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2001

Journal Papers

  1. V.C.viterbo, João Pedro Braga, Antonio de Padua Braga, M.B. Almeida: Inversion of Simulated Positron Annihilation Lifetime Spectrum Using a Neural Network. Journal of Chemical Information and Computer Sciences (Cessou em 2004. Cont. ISSN 1549-9596 Journal of Chemical Information and Modeling) 41(1):309-313, 2001
  1. M.B. Almeida, Antonio de Padua Braga, João Pedro Braga: Training SVMs with EDR algorithm. International Journal of Neural Systems 11(1):257-263, 2001
  1. R.A. Teixeira, Antonio de Padua Braga, Ricardo Hiroshi Caldeira Takahashi, Rodney Resende Saldanha: Recent advances in the MOBJ algorithm for training artificial neural networks. International Journal of Neural Systems 11(1):265-269, 2001

Conference Proceedings - National/Regional

  1. R.A. Teixeira, Antonio de Padua Braga, Ricardo Hiroshi Caldeira Takahashi, Rodney Resende Saldanha: A Multi-objective Optimization Approach for Training Artificial Neural Networks. VI Simpósio Brasileiro de Redes Neurais, pp.168-172, 2001
  1. L.F. Marzano, Antonio de Padua Braga, F. X. Nunes: Otimização neural da Combustão de uma Caldeira da Usiminas. V Seminário de Automação de Processos da ABM, pp.147-155, 2001

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2000

Books

  1. Antonio de Padua Braga, A. C. P. L. F. Carvalho, T. B. Ludermir: Redes Neurais Artificiais: teoria e aplicações. Livros Técnicos e Científicos - LTC, Rio de Janeiro, Brasil. 250 pages. 2000. ISBN: 8521612184.

Journal Papers

  1. João Pedro Braga, M.B. Almeida, Antonio de Padua Braga, J.C. Belchior: Hopfield neural network model for calculating the potential energy function from second virial data. Chemical Physics (Print) 260(1):347-352, 2000
  1. R.A. Teixeira, Antonio de Padua Braga, Ricardo Hiroshi Caldeira Takahashi, Rodney Resende Saldanha: Improving generalization of MLPs with multi-objetive optimization. Neurocomputing (Amsterdam) 35(1):189-194, 2000
  1. R.A. Teixeira, Antonio de Padua Braga, B.R. Menezes: Control of a Robotic Manipulator Using Artificial Neural Networks with On-line Adaptation. Neural Processing Letters 12(1):19-31, 2000
  1. M.B. Almeida, Antonio de Padua Braga, João Pedro Braga, J.C. Belchior, Glauco Yared: Radial basis functions networks for inverting the long range dispersion coefficients from second virial data. PCCP. Physical Chemistry Chemical Physics (Print) 1(1), 2000

Conference Proceedings - National/Regional

  1. M.B. Almeida, Antonio de Padua Braga, João Pedro Braga: Speeding up SVMs learning with a priori cluster selection and K-means. Simpósio Brasileiro de Redes Neurais, pp.162-167, 2000
  1. M.A. Costa, Antonio de Padua Braga, Antônio Luis Aguirre: Um Estudo do Comportamento Temporal do Índice de Preços do Boi Gordo nas Últimas Décadas e sua Modelagem através de Redes Neurais Artificiais. VI Simpósio Brasileiro de Redes Neurais, pp.1-1, 2000
  1. João Thomaz Pereira, Antonio de Padua Braga, Hani Camille Yehia: Identificação de Palavras Isoladas em Ambiente Ruidoso através de Redes Neurais Artificiais e ICA. VI Simpósio Brasileiro de Redes Neurais, pp.1-1, 2000
  1. G. G. Parma, B.R. Menezes, Antonio de Padua Braga: A new approach to measure the PWM voltage applied to electrical machines. INDUSCON 2000, pp.1-1, 2000
  1. M.B. Almeida, Antonio de Padua Braga, João Pedro Braga: Melhorando a generalização de RBFs através do truncamento da série SVD. Simpósio Brasileiro de Redes Neurais, pp.1-1, 2000

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1999

Books

  1. Antonio de Padua Braga: Learning algorithms and architectures. Editora do INNS, Washington, Estados Unidos. 180 pages. 1999.

Journal Papers

  1. G. G. Parma, B.R. Menezes, Antonio de Padua Braga: Neural networks learning with sliding mode control: the sliding mode backpropagation algorithm. International Journal of Neural Systems 9(1):187-193, 1999
  1. C.N. Nobre, Edimar Martineli, Antonio de Padua Braga, A. C. P. L. F. Carvalho, Solange Rezende, José Luis Braga, T. B. Ludermir: Knowledge extraction: a comparison between symbolic and connectionist methods. International Journal of Neural Systems 9(3):257-264, 1999
  1. T. B. Ludermir, A. C. P. L. F. Carvalho, Antonio de Padua Braga, Marcílio de Souto: Weigthless neural systems: a review of current and past works. Neural Computing Surveys 2(1):41-61, 1999

Conference Proceedings - International

  1. G. G. Parma, Antonio de Padua Braga, B.R. Menezes: Sliding Mode Backpropagation: Control Theory Applied to Neural Network Learning. International Joint Conference on Neural Networks, pp.4503-4511, 1999

Conference Proceedings - National/Regional

  1. Marcus Tadeu Pinheiro Silva, Antonio de Padua Braga: Co-Processador Reconfigurável para a Memória Esparsamente Distribuída de Kanerva. Congresso Brasileiro de Redes Neurais, pp.142-147, 1999
  1. Marcelo Vieira Correia, Luis Antônio Aguirre, Antonio de Padua Braga: Validação de Modelos Neurais Identificados a Partir de um Sistema Caótico. IV Congresso Brasileiro de Redes Neurais, pp.152-157, 1999
  1. G. G. Parma, B.R. Menezes, Antonio de Padua Braga: Aceleração da Convergência do Algoritmo de Treinamento SMC-BP através do Ajuste da Superfície de. IV Congresso Brasileiro de Redes Neurais, pp.188-191, 1999
  1. Ramon da Cunha Lopes, Eduardo Fernandes Barbosa, Antonio de Padua Braga: Utilização de Redes Neurais Artificiais na Recuperação de Informação em Bases de Dados Textuais. IV Congresso Brasileiro de Redes Neurais, pp.192-197, 1999
  1. A.L. Carvalho, R.T. Pena, Antonio de Padua Braga, Carlos A L Chernicharo: Utilização de Técnicas Neurais para Modelagem de um Reator UASB. XX Congresso Brasileiro de Engenharia Sanitária e Ambiental, pp.875-884, 1999

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1998

Books

  1. Antonio de Padua Braga, T. B. Ludermir: Proceedings Of The Vth Brazilian Symposium On Neural Networks. IEEE Computer Society Press, EUA, Brasil. 256 pages. 1998.
  1. Antonio de Padua Braga, A. C. P. L. F. Carvalho, T. B. Ludermir: Fundamentos de redes neurais artificiais. IX Escola Brasileira de Computação, Rio de Janeiro, Brasil. 245 pages. 1998.
  1. Antonio de Padua Braga: Anais do V Simpósio Brasileiro de Redes Neurais (Volume 2). SBRN98, Belo Horizonte, Brasil. 1998.

Journal Papers

  1. G. G. Parma, B.R. Menezes, Antonio de Padua Braga: Sliding Mode Algorithm For Training Multi-Layer Neural Networks. Electronics Letters 38(1):97-98, 1998

Conference Proceedings - National/Regional

  1. G. G. Parma, B.R. Menezes, Antonio de Padua Braga: Improving Backpropagation With Sliding Mode Control. Vth Brazilian Symposium on Neural Networks, pp.8-13, 1998
  1. Antonio de Padua Braga, M.A. Costa: A General Approach For Density Estimation In The N-Dimensional Boolean Space. Vth Brazilian Symposium on Neural Networks, pp.161-164, 1998
  1. M.B. Almeida, J.C. Belchior, João Pedro Braga, Antonio de Padua Braga: Artificial Neural Networks Applied To Theoretical Chemistry. Vth Brazilian Symposium on Neural Networks, pp.232-234, 1998
  1. D. B. Carvalho, Antonio de Padua Braga, C.H.C. Ribeiro: “Q- Learning” Com Espalhamento Como Estratégia de Controle Para O Pêndulo Invertido Rotacional Duplo. V Simpósio Brasileiro de Redes Neurais, pp.191-194, 1998
  1. C.N. Nobre, Antonio de Padua Braga, A. C. P. L. F. Carvalho, T. B. Ludermir: Extração de Conhecimento: Uma Comparação Entre Os Métodos Clássico e Conexionista. V Simpósio Brasileiro de Redes Neurais, pp.126-131, 1998
  1. R.A. Teixeira, Antonio de Padua Braga, B.R. Menezes: Controle de Um Manipulador Puma 560 Utilizando Redes Neurais Artificiais Com Adaptação Em Tempo Real. V Simpósio Brasileiro de Redes Neurais, pp.146-151, 1998
  1. A.L. Carvalho, Antonio de Padua Braga, R.T. Pena: Modelo Neural Com Estrutura Arx Aplicado A Um Processo Não-Estacionário. V Simpósio Brasileiro de Redes Neurais, pp.265-268, 1998
  1. L.F. Marzano, Antonio de Padua Braga, C.A. Souza: Predição Neural do Teor de Oxigênio dos Gase de Combustão de Uma Caldeira da Usiminas. V Simpósio Brasileiro de Redes Neurais, pp.289-292, 1998
  1. C.C.s Cassini, Antonio de Padua Braga, L.A. Aguirre: Um Estudo Comparativo Entre Modelos Polinomiais Narmax e Redes Neurais Aplicados À Identificação de Sistemas. V Simpósio Brasileiro de Redes Neurais, pp.237-240, 1998
  1. G. G. Parma, B.R. Menezes, Antonio de Padua Braga, J.C.R. Oliveira, L.A. Aguirre: Observador Neural de Fluxo Estatórico Com Treinamento On-Line. Anais do XII Congresso Brasileiro de Automática, pp.1301-1306, 1998
  1. A.L. Carvalho, R.T. Pena, Antonio de Padua Braga: Modelo Neural Free-Run de Um Reator Anaeróbio Para Tratamento de Esgotos. II Congresso Mineiro de Automação, pp.137-145, 1998

Book Chapters

  1. T. B. Ludermir, Antonio de Padua Braga, C.N. Nobre, A. C. P. L. F. Carvalho: Extracting Rules From Neural Networks: A Datamining Approach. In: Data Mining, vol. 1. pp. ,303-314, 1998

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1997

Journal Papers

  1. Antonio de Padua Braga, João Pedro Braga, J.C. Belchior: Artificial Neural Network Applied For Predicting Rainbow Trajectories In Atomic And Molecular Classical Collisions. The Journal of Chemical Physics 107(1):9954-9959, 1997

Conference Proceedings - National/Regional

  1. Antonio de Padua Braga, M.B. Almeida, G. Pereira, M. Costa, C. Barbosa: On The Information Storage Of Associative Matrix Memories. IVth Brazilian Symposium on Neural Networks, pp.51-57, 1997
  1. A.L. Carvalho, Antonio de Padua Braga, T.L.V. Guimaraes, R.T. Pena: Modelagem de Um Reator Piloto de Manta de Lodo Utilizando Redes Neurais Artificiais. IV Simpósio Brasileiro de Redes Neurais, pp.41-43, 1997
  1. G. G. Parma, B.R. Menezes, Antonio de Padua Braga: Aprendizado On-Line de Rnas Multi-Camadas Baseado Na Teoria de Sistemas de Estrutura Variavel. IV Simposio Brasileiro de Redes Neurais, pp.80-82, 1997
  1. P.J.R. Oliveira, Z.M.A. Peixoto, P.F. Seixas, Antonio de Padua Braga: Estimacao de Constante de Tempo Rotorica Em Maquinas de Inducao Atraves de Redes Neurais Artificiais. IV Simpósio Brasileiro de Redes Neurais, pp.77-79, 1997

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1996

Conference Proceedings - National/Regional

  1. Antonio de Padua Braga: A Continuous Approximation For The Intersection Of Two Hyper-Spheres In The Boolean Space. IEEE International Conference on Neural Networks, pp.1755-1758, 1996
  1. Antonio de Padua Braga: A Quantitative Approach For The Analysis Of Nearest Neighbour Artificial Neural Systems. III Simposio Brasileiro de Redes Neurais, pp.11-17, 1996

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1995

Journal Papers

  1. Antonio de Padua Braga, I. Aleksander: Geometrical Treatment And Statistical Modelling Of The Distribution Of Patterns In The N-Dimensional Boolean Space. Pattern Recognition Letters 16(1):507-515, 1995

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1994

Journal Papers

  1. Antonio de Padua Braga: Predicting Contradictions In The Storage Process Of Diluted Recurrent Boolean Neural Networks. Electronics Letters 30(1):55-56, 1994
  1. I. Aleksander, T.J.W. Clarke, Antonio de Padua Braga: Binary Neural Systems: Combining Weighted And Weightless Properties. Intelligent Systems Engineering 3(1):211-221, 1994

Conference Proceedings - National/Regional

  1. Antonio de Padua Braga, I. Aleksander: Determining Overlap Of Classes In The N-Dimensional Boolean Space. IEEE International Conference on Neural Networks, pp.4793-4799, 1994
  1. Antonio de Padua Braga: Attractor Properties Of Recurrent Networks With Generalising Boolean Nodes. INNS International Conference on Neural Networks, pp.421-424, 1994

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1993

Conference Proceedings - National/Regional

  1. Antonio de Padua Braga: On The Information Capacity Of Auto-Associative Ram-Based Neural Networks. INNS INTERNATIONAL CONFERENCE ON NEURAL NETWORKS ICANN’93, pp.472-472, 1993

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1991

Conference Proceedings - National/Regional

  1. Wilson de Pádua Paulo Filho, Antonio de Padua Braga, Luiz Fernando Costa: A Multimicrocomputer System For Computer Animation. FIRST INTERNATIONAL CONFERENCE ON COMPUTATIONAL GRAPHICS AND VISUALIZATION/COMPUGRAPHICS’91, pp.401-404, 1991

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1990

Conference Proceedings - National/Regional

  1. Antonio de Padua Braga, Wilson de Pádua Paulo Filho: Controlador Grafico de Video Para Barramento Multibus. JORNADA EPUSP/IEEE EM COMPUTACAO VISUAL, pp.305-310, 1990

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ORCS Lab - Operational Research and Complex Systems Laboratory
Department of Electrical Engineering, Universidade Federal de Minas Gerais
Belo Horizonte, Brazil