| 2024 | ICDAR | Robust Handwritten Signature Representation with Continual Learning of Synthetic Data over Predefined Real Feature Space. | Talles Brito Viana, Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin |
| 2023 | EPIA | On the Assessment of Deep Learning Models for Named Entity Recognition of Brazilian Legal Documents. | Hidelberg Oliveira Albuquerque, Ellen Souza, Adriano L. I. Oliveira, David L. Macdo, Cleber Zanchettin, Douglas Vitrio, Ndia Flix F. da Silva, Andr C. P. L. F. de Carvalho |
| 2022 | ICANN | LogBERT-BiLSTM: Detecting Malicious Web Requests. | Levi S. Ramos Jnior, David L. Macdo, Adriano L. I. Oliveira, Cleber Zanchettin |
| 2022 | IJCNN | An Adapted GRASP Approach for Hyperparameter Search on Deep Networks Applied to Tabular Data. | Andersson A. Da Silva, Amanda S. Xavier, David L. Macdo, Cleber Zanchettin, Adriano L. I. Oliveira |
| 2022 | IJCNN | Contrastive Learning of Handwritten Signature Representations for Writer-Independent Verification. | Talles Brito Viana, Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin |
| 2021 | IJCNN | Entropic Out-of-Distribution Detection. | David L. Macdo, Tsang Ing Ren, Cleber Zanchettin, Adriano L. I. Oliveira, Teresa Bernarda Ludermir |
| 2021 | IJCNN | Multi-Class Mobile Money Service Financial Fraud Detection by Integrating Supervised Learning with Adversarial Autoencoders. | Julio Cezar Soares Silva, David L. Macdo, Cleber Zanchettin, Adriano L. I. Oliveira, Adiel Teixeira de Almeida Filho |
| 2021 | JURIX | An Information Retrieval Pipeline for Legislative Documents from the Brazilian Chamber of Deputies. | Ellen Souza, Douglas Vitrio, Gyovana Moriyama, Luiz Santos, Lucas Martins, Mariana Souza, Mrcio Fonseca F. da Silva, Ndia Flix, Andr C. P. L. F. de Carvalho, Hidelberg Oliveira Albuquerque, Adriano L. I. Oliveira |
| 2021 | SMC | Identification of Microorganism Colony Odor Signature using InceptionTime. | Paulo M. Vasconcelos, David L. Macdo, Leandro M. Almeida, Reginaldo G. L. Neto, Clayton A. Benevides, Cleber Zanchettin, Adriano L. I. Oliveira |
| 2020 | GECCO | Improving BPSO-based feature selection applied to offline WI handwritten signature verification through overfitting control. | Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin |
| 2020 | IJCNN | KutralNet: A Portable Deep Learning Model for Fire Recognition. | Angel Ayala, Bruno J. T. Fernandes, Francisco Cruz, David L. Macdo, Adriano L. I. Oliveira, Cleber Zanchettin |
| 2020 | IJCNN | Squeezed Deep 6DoF Object Detection using Knowledge Distillation. | Heitor Felix, Walber M. Rodrigues, David L. Macdo, Francisco Simes, Adriano L. I. Oliveira, Veronica Teichrieb, Cleber Zanchettin |
| 2020 | ICPR | An Investigation of Feature Selection and Transfer Learning for Writer-Independent Offline Handwritten Signature Verification. | Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin |
| 2019 | EPIA | Evaluating Active Learning Sampling Strategies for Opinion Mining in Brazilian Politics Corpora. | Douglas Vitrio, Ellen Souza, Adriano L. I. Oliveira |
| 2019 | ICCS | Characterization of Handwritten Signature Images in Dissimilarity Representation Space. | Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin |
| 2019 | IJCNN | GMM-VRD: A Gaussian Mixture Model for Dealing With Virtual and Real Concept Drifts. | Gustavo H. F. M. Oliveira, Leandro L. Minku, Adriano L. I. Oliveira |
| 2019 | IJCNN | On Dissimilarity Representation and Transfer Learning for Offline Handwritten Signature Verification. | Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin |
| 2018 | IJCNN | SegNetRes-CRF: A Deep Convolutional Encoder-Decoder Architecture for Semantic Image Segmentation. | Luiz Antonio de Oliveira Junior, Heitor R. Medeiros, David Macedo, Cleber Zanchettin, Adriano L. I. Oliveira, Teresa Bernarda Ludermir |
| 2018 | IJCNN | Aggregation of Time Series Forecasts via Cacoullos Copula. | Ricardo T. A. de Oliveira, Thaize Fernandes O. de Assis, Paulo Renato A. Firmino, Tiago A. E. Ferreira, Adriano L. I. Oliveira |
| 2018 | IJCNN | Reducing SqueezeNet Storage Size with Depthwise Separable Convolutions. | Aline Gondim Santos, Camila Oliveira de Souza, Cleber Zanchettin, David Macedo, Adriano L. I. Oliveira, Teresa Bernarda Ludermir |
| 2017 | ICANN | The Impact of Dataset Complexity on Transfer Learning over Convolutional Neural Networks. | Miguel D. de S. Wanderley, Leonardo de A. e Bueno, Cleber Zanchettin, Adriano L. I. Oliveira |
| 2017 | ICASSP | Optimizing speaker-specific filter banks for speaker verification. | Hector N. B. Pinheiro, Fernando M. P. Neto, Adriano L. I. Oliveira, Tsang Ing Ren, George D. C. Cavalcanti, Andr Gustavo Adami |
| 2017 | ICTAI | Heterogeneous Ensemble Dynamic Selection for Software Development Effort Estimation. | Jose Thiago H. de A. Cabral, Ricardo de A. Arajo, Jarley Palmeira Nbrega, Adriano L. I. Oliveira |
| 2017 | ICTAI | Time Series Forecasting in the Presence of Concept Drift: A PSO-based Approach. | Gustavo H. F. M. Oliveira, Rodolfo Carneiro Cavalcante, George G. Cabral, Leandro L. Minku, Adriano L. I. Oliveira |
| 2016 | IJCNN | A probabilistic and dynamic chart pattern recognition hybrid system applied to foreign exchange rate prediction. | Rodrigo F. B. de Brito, Adriano L. I. Oliveira |
| 2016 | IJCNN | FEDD: Feature Extraction for Explicit Concept Drift Detection in time series. | Rodolfo Carneiro Cavalcante, Leandro L. Minku, Adriano L. I. Oliveira |
| 2016 | IJCNN | Copulas-based ensemble of Artificial Neural Networks for forecasting real world time series. | Ricardo T. A. de Oliveira, Thaize Fernandes O. de Assis, Paulo Renato A. Firmino, Tiago A. E. Ferreira, Adriano L. I. Oliveira |
| 2016 | WorldCIST | Characterizing User-Generated Text Content Mining: A Systematic Mapping Study of the Portuguese Language. | Ellen Souza, Dayvid Castro, Douglas Vitrio, Ingryd Teles, Adriano L. I. Oliveira, Cristine Gusmo |
| 2015 | GECCO | A Model with Evolutionary Covariance-based Learning for High-Frequency Financial Forecasting. | Ricardo de A. Arajo, Adriano L. I. Oliveira, Silvio Romero de Lemos Meira |
| 2015 | IJCNN | An approach to handle concept drift in financial time series based on Extreme Learning Machines and explicit Drift Detection. | Rodolfo Carneiro Cavalcante, Adriano L. I. Oliveira |
| 2015 | IJCNN | A PAA-PSO technique for investment strategies in the financial market. | Victor L. F. Souza, Rodrigo C. Brasileiro, Adriano L. I. Oliveira |
| 2014 | IJCNN | Sliding window-based analysis of multiple foreign exchange trading systems by using soft computing techniques. | Rodrigo F. B. de Brito, Adriano L. I. Oliveira |
| 2014 | IJCNN | An autonomous trader agent for the stock market based on online sequential extreme learning machine ensemble. | Rodolfo Carneiro Cavalcante, Adriano L. I. Oliveira |
| 2014 | SMC | A combination forecasting model using machine learning and Kalman filter for statistical arbitrage. | Jarley Palmeira Nbrega, Adriano L. I. Oliveira |
| 2013 | CEC | A learning process based on covariance matrix adaptation for morphological-linear perceptrons. | Ricardo de A. Arajo, Adriano L. I. Oliveira, Silvio R. L. Meira |
| 2013 | CEC | Automatic method for stock trading combining technical analysis and the Artificial Bee Colony Algorithm. | Rodrigo C. Brasileiro, Victor L. F. Souza, Bruno J. T. Fernandes, Adriano L. I. Oliveira |
| 2013 | IJCNN | Preprocessing unbalanced data using weighted support vector machines for prediction of heart disease in children. | Thiago Tavares, Adriano L. I. Oliveira, George G. Cabral, Sandra da Silva Mattos, Renata Grigorio |
| 2012 | ICANN | A Hybrid Model for S&P500 Index Forecasting. | Ricardo de A. Arajo, Adriano L. I. Oliveira, Silvio R. L. Meira |
| 2012 | ICANN | One-Class Classification through Optimized Feature Boundaries Detection and Prototype Reduction. | George G. Cabral, Adriano L. I. Oliveira |
| 2012 | IJCNN | A foreign exchange market trading system by combining GHSOM and SVR. | Rodrigo F. B. de Brito, Adriano L. I. Oliveira |
| 2012 | ICTAI | Comparative Study of FOREX Trading Systems Built with SVR+GHSOM and Genetic Algorithms Optimization of Technical Indicators. | Rodrigo F. B. de Brito, Adriano L. I. Oliveira |
| 2012 | IDEAL | A Dilation-Erosion-Linear Perceptron for Bovespa Index Prediction. | Ricardo de A. Arajo, Adriano L. I. Oliveira, Silvio R. L. Meira |
| 2011 | GECCO | An evolutionary approach to design dilation-erosion perceptrons for stock market indices forecasting. | Ricardo Araujo Costa, Adriano L. I. Oliveira, Srgio Soares, Silvio Romero de Lemos Meira |
| 2011 | IJCNN | Gradient-based morphological approach for software development cost estimation. | Ricardo de A. Arajo, Adriano L. I. Oliveira, Srgio C. B. Soares, Silvio R. L. Meira |
| 2011 | IJCNN | Designing dilation-erosion perceptrons with differential evolutionary learning for air pressure forecasting. | Ricardo de A. Arajo, Adriano L. I. Oliveira, Srgio C. B. Soares, Silvio R. L. Meira |
| 2011 | SMC | Dilation-erosion perceptrons with evolutionary learning for weather forecasting. | Ricardo de A. Arajo, Adriano L. I. Oliveira, Srgio Soares, Silvio R. L. Meira |
| 2011 | SMC | Predicting software defects: A cost-sensitive approach. | Miguel E. R. Bezerra, Adriano L. I. Oliveira, Paulo J. L. Adeodato |
| 2010 | CEC | Scheduling parallel jobs for multiphysics simulators. | Renata Medeiros de Carvalho, Ricardo Massa Ferreira Lima, Adriano L. I. Oliveira, Felix C. G. Santos |
| 2010 | IJCNN | A hybrid method for novelty detection in time series based on states transitions and swarm intelligence. | George G. Cabral, Adriano L. I. Oliveira |
| 2009 | SMC | Predicting Stock Trends through Technical Analysis and Nearest Neighbor Classification. | Lamartine Almeida Teixeira, Adriano L. I. Oliveira |
| 2008 | IJCNN | A fast and reliable routing algorithm based on Hopfield Neural Networks optimized by Particle Swarm Optimization. | Carmelo J. A. Bastos Filho, Wesnaida H. Schuler, Adriano L. I. Oliveira |
| 2008 | ICTAI | Handwritten Digit Segmentation in Images of Historical Documents with One-Class Classifiers. | V. M. O. Alves, Adriano L. I. Oliveira, E. R. Silva Jr., Carlos A. B. Mello |
| 2008 | ICTAI | A Comparative Study of Machine Learning Techniques for Caries Prediction. | Robson D. Montenegro, Adriano L. I. Oliveira, George G. Cabral, Cintia R. T. Katz, Aronita Rosenblatt |
| 2008 | SAC | A GA-based feature selection and parameters optimization for support vector regression applied to software effort estimation. | Petrnio L. Braga, Adriano L. I. Oliveira, Silvio R. L. Meira |
| 2007 | HIS | Software Effort Estimation using Machine Learning Techniques with Robust Confidence Intervals. | Petrnio L. Braga, Adriano L. I. Oliveira, Silvio R. L. Meira |
| 2007 | HIS | A Novel Hybrid Training Method for Hopfield Neural Networks Applied to Routing in Communications Networks. | Wesnaida H. Schuler, Carmelo J. A. Bastos Filho, Adriano L. I. Oliveira |
| 2007 | HIS | Comparative Study of Clustering Techniques for the Organization of Software Repositories. | Ronaldo C. Veras, Silvio R. L. Meira, Adriano L. I. Oliveira, Bruno J. M. Melo |
| 2007 | IJCNN | A Constructive RBF Neural Network for Estimating the Probability of Defects in Software Modules. | Miguel E. R. Bezerra, Adriano L. I. Oliveira, Silvio R. L. Meira |
| 2007 | IJCNN | Bagging Predictors for Estimation of Software Project Effort. | Petrnio L. Braga, Adriano L. I. Oliveira, Gustavo H. T. Ribeiro, Silvio R. L. Meira |
| 2007 | IJCNN | A Novel Method for One-Class Classification Based on the Nearest Neighbor Data Description and Structural Risk Minimization. | George G. Cabral, Adriano L. I. Oliveira, Carlos B. G. Cahu |
| 2007 | ICTAI | Software Effort Estimation Using Machine Learning Techniques with Robust Confidence Intervals. | Petrnio L. Braga, Adriano L. I. Oliveira, Silvio R. L. Meira |
| 2007 | ICTAI | Based on Color Quantization by Genetic Algorithms. | Carmelo J. A. Bastos Filho, Carlos A. B. Mello, Jlio Dantas Andrade, Davi M. A. Falco, Marlia P. Lima, Wellington P. dos Santos, Adriano L. I. Oliveira |
| 2007 | ICTAI | Comparative Study of Clustering Techniques for the Organization of Software Repositories. | Ronaldo C. Veras, Silvio R. L. Meira, Adriano L. I. Oliveira, Bruno J. M. Melo |
| 2007 | ISDA | A Hybrid Hopfield Network-Simulated Annealing approach to Optimize Routing Processes in Telecommunications Networks. | Wesnaida H. Schuler, Carmelo J. A. Bastos Filho, Adriano L. I. Oliveira |
| 2006 | IJCNN | Improving RBF-DDA Performance on Optical Character Recognition through Weights Adjustment. | Adriano L. I. Oliveira, Silvio R. L. Meira |
| 2005 | CIARP | A Comparative Study on Support Vector Machine and Constructive RBF Neural Network for Prediction of Success of Dental Implants. | Adriano L. I. Oliveira, Carolina Baldisserotto, Julio Baldisserotto |
| 2005 | HIS | A Study on the Influence of Parameter ?- on Performance of RBF Neural Networks Trained with the Dynamic Decay Adjustment Algorithm. | Adriano L. I. Oliveira, Ericles A. Medeiros, Thyago A. B. V. Rocha, Miguel E. R. Bezerra, Ronaldo C. Veras |
| 2004 | FlAIRS | A Method Based on RBF-DDA Neural Networks for Improving Novelty Detection in Time Series. | Adriano L. I. Oliveira, Fernando Buarque de Lima Neto, Silvio Romero de Lemos Meira |
| 2004 | ICPR | Improving RBF-DDA Performance on Optical Character Recognition through Parameter Selection. | Adriano L. I. Oliveira, Fernando Buarque de Lima Neto, Silvio Romero de Lemos Meira |
| 2003 | HIS | Novelty Detection for Short Time Series with Neural Networks. | Adriano L. I. Oliveira, Fernando Buarque de Lima Neto, Silvio Romero de Lemos Meira |