Publications

Mining Discursive and Interactional Signals in Public Teleconsultation Platforms: A Deep Learning Approach to Referral Conduct Analysis

DSN dos Santos, AB Cunha, G Penna, F Coelho, CHG Ferreira, …

Simpósio Brasileiro de Computação Aplicada à Saúde (SBCAS), 423-432

Conference paper DOI 10.5753/sbcas_estendido.2026.26520 Google Scholar

A Deep Reinforcement Learning Approach for Fault Detection in Continuous Chemical Processes

RF Mantovani, RC Quinino, ÉD Oliveira, AP Braga, GM De Almeida

IEEE Access

Journal article DOI 10.1109/access.2026.3673403 Google Scholar

Locally Linear Continual Learning for Time Series based on VC-Theoretical Generalization Bounds

YVG Ferreira, IB Lima, FV Campos, AP Braga

IEEE Transactions on Pattern Analysis and Machine Intelligence

Journal article DOI 10.1109/tpami.2026.3672726 Google Scholar

An Analysis of Public Datasets for Hierarchical Classification

GV Maia, FGF Coelho

Congresso Latino-Americano de Software Livre e Tecnologias Abertas …

Conference paper DOI 10.5753/latinoware.2025.16302 Google Scholar

Predictive modeling based on machine learning for mapping risk areas of human sporotrichosis in southeastern Brazil

AJA da Costa, MHF Morais, FGF Coelho, IMP Coelho, …

Research in Veterinary Science 190, 105651

Journal article DOI 10.1016/j.rvsc.2025.105651 Google Scholar

Enhancing Image Classification in Quantum Computing: A Study on Preprocessing Techniques and Qubit Limitations.

H Barbosa, GA Pires, JA Alves, LCB Torres, J Arias-Garcia, FGF Coelho

ESANN

Conference paper DOI 10.14428/esann/2025.es2025-195 Google Scholar

Graph-based method for autonomous adaptation in online learning of non-stationary data

WJ Alvarenga, ACAA Costa, FV Campos, LCB Torres, AP Braga

Information Sciences 700, 121765

Journal article DOI 10.1016/j.ins.2024.121765 Google Scholar

Large margin classifier with graph-based adaptive regularization

VM Hanriot, TT Salis, LCB Torres, F Coelho, AP Braga

Pattern Recognition Letters

Journal article DOI 10.1016/j.patrec.2025.09.008 Google Scholar

Improving interpretability for fault diagnosis in complex chemical processes using combined regularization and linearization in neural network modeling

P Silva, Y Ferreira, I Lima, E Vakkilainen, G Almeida, A Braga

2025 IEEE Symposium on Trustworthy, Explainable and Responsible …

Conference paper DOI 10.1109/citrex64975.2025.10974942 Google Scholar

A projected gradient solution to the minimum connector problem with extensions to support vector machines

RF Neto, SM Villela, AP Braga

Pattern Recognition 162, 111339

Journal article DOI 10.1016/j.patcog.2024.111339 Google Scholar

Improving Model-AI Performance with Correlation-based to Distance Matrices

JM Oliveira, JD Almeida, F Coelho

2025 5th International Conference on Applied Automation and Industrial …

Conference paper DOI 10.1109/icaaid68975.2025.11358105 Google Scholar

Multiclass graph-based large margin classifiers: Unified approach for support vectors and neural networks

VM Hanriot, LCB Torres, AP Braga

IEEE Transactions on Neural Networks and Learning Systems 36 (5), 8307-8316

Journal article DOI 10.1109/tnnls.2024.3420227 Google Scholar

HebbAL: A Hebbian-Based Strategy for Kernel Active Learning

YVG Ferreira, EJR Freitas, LCB Torres, AP Braga

Conference paper DOI 10.21528/cbic2025-1175647 Google Scholar

Learning Kernel Parameters for Support Vector Classification Using Similarity Embeddings

LCBTMVF Menezes, LCB Torres, AP Braga

Proceedings of the 32nd European Symposium on Artificial Neural Networks …

Conference paper DOI 10.14428/esann/2024.es2024-90 Google Scholar

Optimizing the Gabriel graph construction algorithm

JG Fernandes, VM Hanriot, A de Padua Braga

Latinx in AI@ NeurIPS 2024

Conference paper DOI 10.52591/202412105 Google Scholar

Overcoming class imbalance in drug discovery problems: Graph neural networks and balancing approaches

RL Almeida, VG Maltarollo, FGF Coelho

Journal of Molecular Graphics and Modelling 126, 108627

Journal article DOI 10.1016/j.jmgm.2023.108627 Google Scholar

Classificação de notícias em português utilizando modelos baseados em transferência de aprendizagem e transformers

W Narde, J Mendanha, H Barbosa, F Coelho, B Santos, L Torres

Proceedings of the 15th Brazilian Symposium in Information and Human …

Conference paper DOI 10.5753/stil.2024.245423 Google Scholar

Distance-based loss function for deep feature space learning of convolutional neural networks

ES Ribeiro, LRG Araújo, GTL Chaves, AP Braga

Computer Vision and Image Understanding 249, 104184

Journal article DOI 10.1016/j.cviu.2024.104184 Google Scholar

Improved design for hardware implementation of graph-based large margin classifiers for embedded edge computing

J Arias-Garcia, AC de Souza, L Gade, J Yudi, F Coelho, CL Castro, …

IEEE Transactions on Neural Networks and Learning Systems 35 (1), 1320-1329

Journal article DOI 10.1109/tnnls.2022.3183236 Google Scholar

Post Intensive Care Syndrome, Quality of Life and Disability 16 Months After COVID-19 and Non-COVID-19 Critical Illness

L Fontes, B Peleteiro, P Costa, J Fernandes, T Vieira, A Braga, S Martins, …

Quality of Life and Disability 16

Journal article DOI 10.2139/ssrn.5064189 Google Scholar