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

Pattern Recognition
2025-06 | Journal article
Contributors: Raul Fonseca Neto; Saulo Moraes Villela; Antonio Padua Braga
Source: check_circle
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Graph-based method for autonomous adaptation in online learning of non-stationary data

Information Sciences
2025-05 | Journal article
Contributors: W.J. Alvarenga; A.C.A.A. Costa; F.V. Campos; L.C.B. Torres; A.P. Braga
Source: check_circle
Crossref

Multiclass Graph-Based Large Margin Classifiers: Unified Approach for Support Vectors and Neural Networks

IEEE Transactions on Neural Networks and Learning Systems
2024 | Journal article
Contributors: Vítor M. Hanriot; Luiz C. B. Torres; Antônio P. Braga
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Improved Design for Hardware Implementation of Graph-Based Large Margin Classifiers for Embedded Edge Computing

IEEE Transactions on Neural Networks and Learning Systems
2024-01 | Journal article
Contributors: Janier Arias-Garcia; Alan Cândido de Souza; Liliane Gade; Jones Yudi; Frederico Coelho; Cristiano L. Castro; Luiz C. B. Torres; Antonio P. Braga
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Cost-Sensitive Learning based on Performance Metric for Imbalanced Data

Neural Processing Letters
2022 | Journal article
EID:

2-s2.0-85124550040

Part of ISSN: 1573773X 13704621
Contributors: Aurelio, Y.S.; de Almeida, G.M.; de Castro, C.L.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Multi-objective neural network model selection with a graph-based large margin approach

Information Sciences
2022 | Journal article
EID:

2-s2.0-85127368762

Part of ISSN: 00200255
Contributors: Torres, L.C.B.; Castro, C.L.; Rocha, H.P.; Almeida, G.M.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Time domain graph-based anomaly detection approach applied to a real industrial problem

Computers in Industry
2022 | Journal article
EID:

2-s2.0-85132761129

Part of ISSN: 01663615
Contributors: Alvarenga, W.J.; Campos, F.V.; Costa, A.C.A.A.; Salis, T.T.; Magalhães, E.; Torres, L.C.B.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Enhancing Performance of Gabriel Graph-Based Classifiers by a Hardware Co-Processor for Embedded System Applications

IEEE Transactions on Industrial Informatics
2021 | Journal article
EID:

2-s2.0-85096706856

Part of ISSN: 19410050 15513203
Contributors: Arias-Garcia, J.; Mafra, A.; Gade, L.; Coelho, F.; Castro, C.; Torres, L.; Braga, A.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier
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Guest Editorial: Special Issue on Deep Representation and Transfer Learning for Smart and Connected Health

IEEE Transactions on Neural Networks and Learning Systems
2021 | Journal article
EID:

2-s2.0-85100755233

Part of ISSN: 21622388 2162237X
Contributors: Palade, V.; Wermter, S.; Ruiz-Garcia, A.; De Padua Braga, A.; Took, C.C.
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Antonio Braga via Scopus - Elsevier
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Large Margin Gaussian Mixture Classifier with a Gabriel Graph Geometric Representation of Data Set Structure

IEEE Transactions on Neural Networks and Learning Systems
2021 | Journal article
EID:

2-s2.0-85102235964

Part of ISSN: 21622388 2162237X
Contributors: Torres, L.C.B.; Castro, C.L.; Coelho, F.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier
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Neural networks regularization with graph-based local resampling

IEEE Access
2021 | Journal article
EID:

2-s2.0-85103301431

Part of ISSN: 21693536
Contributors: Assis, A.D.; Torres, L.C.B.; Araujo, L.R.G.; Hanriot, V.M.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier
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Online learning of neural networks using random projections and sliding window: A case study of a real industrial process

Engineering Applications of Artificial Intelligence
2021 | Journal article
EID:

2-s2.0-85100381326

Part of ISSN: 09521976
Contributors: Alvarenga, W.J.; Campos, F.V.; Hanriot, V.M.; Gonçalves, E.B.; Costa, A.C.A.A.; Araujo, L.R.G.; Magalhães, E.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Prediction of Mechanical Properties of Steel Tubes Using a Machine Learning Approach

Journal of Materials Engineering and Performance
2021 | Journal article
EID:

2-s2.0-85099226735

Part of ISSN: 15441024 10599495
Contributors: Carneiro, M.V.; Salis, T.T.; Almeida, G.M.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

A fuzzy data reduction cluster method based on boundary information for large datasets

Neural Computing and Applications
2020 | Journal article
EID:

2-s2.0-85061039279

Part of ISSN: 14333058 09410643
Contributors: Silva, G.R.L.; Neto, P.C.; Torres, L.C.B.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

A Review of Off-Line Mode Dataset Shifts

IEEE Computational Intelligence Magazine
2020 | Journal article
EID:

2-s2.0-85088536893

Part of ISSN: 15566048 1556603X
Contributors: Takahashi, C.C.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

An advanced pruning method in the architecture of extreme learning machines using l1-regularization and bootstrapping

Electronics (Switzerland)
2020 | Journal article
EID:

2-s2.0-85085158794

Part of ISSN: 20799292
Contributors: Souza, P.V.C.; Torres, L.C.B.; Silva, G.R.L.; Braga, A.P.; Lughofer, E.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier
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Combined weightless neural network FPGA architecture for deforestation surveillance and visual navigation of UAVs

Engineering Applications of Artificial Intelligence
2020 | Journal article
EID:

2-s2.0-85072575976

Part of ISSN: 09521976
Contributors: Torres, V.A.M.F.; Jaimes, B.R.A.; Ribeiro, E.S.; Braga, M.T.; Shiguemori, E.H.; Velho, H.F.C.; Torres, L.C.B.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Embedded real-time feature extraction for electrode inversion detection in telemedicine electrocardiograms

Biomedical Signal Processing and Control
2020 | Journal article
EID:

2-s2.0-85084577455

Part of ISSN: 17468108 17468094
Contributors: Torres, V.A.M.F.; Silva, D.A.C.; Torres, L.C.B.; Braga, M.T.; Cardoso, M.B.R.; Lino, V.T.; Sill Torres, F.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Evaluating five different adaptive decomposition methods for EEG signal seizure detection and classification

Biomedical Signal Processing and Control
2020 | Journal article
EID:

2-s2.0-85089242031

Part of ISSN: 17468108 17468094
Contributors: Carvalho, V.R.; Moraes, M.F.D.; Braga, A.P.; Mendes, E.M.A.M.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Forecasting power load curves from spatial and temporal mobile data

World Review of Science, Technology and Sustainable Development
2020 | Journal article
EID:

2-s2.0-85081541660

Part of ISSN: 17412234 17412242
Contributors: Coelho, F.; Menezes, M.; Ribeiro, L.; Barbosa, A.; Silva, V.; Braga, A.P.; Natalino, C.; Monti, P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

LASSO multi-objective learning algorithm for feature selection

Soft Computing
2020 | Journal article
EID:

2-s2.0-85078971965

Part of ISSN: 14337479 14327643
Contributors: Coelho, F.; Costa, M.; Verleysen, M.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Neural networks multiobjective learning with spherical representation of weights

IEEE Transactions on Neural Networks and Learning Systems
2020 | Journal article
EID:

2-s2.0-85094983321

Part of ISSN: 21622388 2162237X
Contributors: Rocha, H.P.; Costa, M.A.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier
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Prediction of Mechanical Properties of Seamless Steel Tubes Using Artificial Neural Networks

International Journal of Computational Intelligence and Applications
2020 | Journal article
EID:

2-s2.0-85093526464

Part of ISSN: 14690268
Contributors: Correa, R.S.; Sampaio, P.T.; Braga, R.U.; Lambertucci, V.A.; Almeida, G.M.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Evaluating three different adaptive decomposition methods for EEG signal seizure detection and classification

bioRxiv
2019 | Other
EID:

2-s2.0-85095637392

Part of ISSN: 26928205
Contributors: Carvalho, V.R.; Moraes, M.F.; Braga, A.P.; Mendes, E.M.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Learning from Imbalanced Data Sets with Weighted Cross-Entropy Function

Neural Processing Letters
2019 | Journal article
EID:

2-s2.0-85059840650

Part of ISSN: 1573773X 13704621
Contributors: Aurelio, Y.S.; de Almeida, G.M.; de Castro, C.L.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Learning Regularization Parameters of Radial Basis Functions in Embedded Likelihoods Space

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2019 | Book
EID:

2-s2.0-85072858608

Part of ISSN: 16113349 03029743
Contributors: Menezes, M.; Torres, L.C.B.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier
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Piecewise affine identification of a hydraulic pumping system using evolutionary computation

IET Control Theory and Applications
2019 | Journal article
EID:

2-s2.0-85066986409

Part of ISSN: 17518652 17518644
Contributors: Barbosa, B.H.G.; Aguirre, L.A.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Semi-supervised relevance index for feature selection

Neural Computing and Applications
2019 | Journal article
EID:

2-s2.0-85021180921

Part of ISSN: 09410643
Contributors: Coelho, F.; Castro, C.; Braga, A.P.; Verleysen, M.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Width optimization of RBF kernels for binary classification of support vector machines: A density estimation-based approach

Pattern Recognition Letters
2019 | Journal article
EID:

2-s2.0-85070725838

Part of ISSN: 01678655
Contributors: Menezes, M.V.F.; Torres, L.C.B.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

A Proactive Restoration Strategy for Optical Cloud Networks Based on Failure Predictions

International Conference on Transparent Optical Networks
2018 | Conference paper
EID:

2-s2.0-85055475932

Part of ISSN: 21627339
Contributors: Natalino, C.; Coelho, F.; Lacerda, G.; Braga, A.; Wosinska, L.; Monti, P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Application of machine learning techniques to predict mechanical properties of steel tubes

AISTech - Iron and Steel Technology Conference Proceedings
2018 | Conference paper
EID:

2-s2.0-85062498247

Part of ISSN: 15516997
Contributors: Carneiro, M.V.; Salis, T.T.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

CUDA-Based Parallelization of Power Iteration Clustering for Large Datasets

IEEE Access
2017 | Journal article
EID:

2-s2.0-85032699929

Part of ISSN: 21693536
Contributors: Lacerda Silva, G.R.; De Medeiros, R.R.; Jaimes, B.R.A.; Takahashi, C.C.; Vieira, D.A.G.; De Padua Braga, A.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

MILKDE: A new approach for multiple instance learning based on positive instance selection and kernel density estimation

Engineering Applications of Artificial Intelligence
2017 | Journal article
EID:

2-s2.0-85009080392

Part of ISSN: 09521976
Contributors: Faria, A.W.C.; Coelho, F.G.F.; Silva, A.M.; Rocha, H.P.; Almeida, G.M.; Lemos, A.P.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Multi-objective Decision in Machine Learning

Journal of Control, Automation and Electrical Systems
2017 | Journal article
EID:

2-s2.0-85014862668

Part of ISSN: 21953899 21953880
Contributors: de Medeiros, T.H.; Rocha, H.P.; Torres, F.S.; Takahashi, R.H.C.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Sequential selection of variables using short permutation procedures and multiple adjustments: An application to genomic data

Statistical Methods in Medical Research
2017 | Journal article
EID:

2-s2.0-85018739172

Part of ISSN: 14770334 09622802
Contributors: Azevedo Costa, M.; De Souza Rodrigues, T.; Da Costa, A.G.F.C.; Natowicz, R.; Pádua Braga, A.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

A Mutual Information estimator for continuous and discrete variables applied to Feature Selection and Classification problems

International Journal of Computational Intelligence Systems
2016 | Journal article
EID:

2-s2.0-84979986133

Part of ISSN: 18756883 18756891
Contributors: Coelho, F.; Braga, A.P.; Verleysen, M.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Trend modelling with artificial neural networks. Case study: Operating zones identification for higher SO<sub>3</sub> incorporation in cement clinker

Engineering Applications of Artificial Intelligence
2016 | Journal article
EID:

2-s2.0-84967139329

Part of ISSN: 09521976
Contributors: Lima, R.N.; De Almeida, G.M.; Braga, A.P.; Cardoso, M.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

A new training algorithm using artificial neural networks to classify gender-specific dynamic gait patterns

Computer Methods in Biomechanics and Biomedical Engineering
2015 | Journal article
EID:

2-s2.0-84908507994

Part of ISSN: 14768259 10255842
Contributors: Andrade, A.; Costa, M.; Paolucci, L.; Braga, A.; Pires, F.; Ugrinowitsch, H.; Menzel, H.-J.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

A Ranking Approach for Probe Selection and Classification of Microarray Data with Artificial Neural Networks

Journal of Computational Biology
2015 | Journal article
EID:

2-s2.0-84942944510

Part of ISSN: 10665277
Contributors: Faria, A.W.C.; Da Silva, A.M.; De Souza Rodrigues, T.; Costa, M.A.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Computing molecular signatures as optima of a bi-objective function: Method and application to prediction in oncogenomics

Cancer Informatics
2015 | Journal article
EID:

2-s2.0-84929159408

Part of ISSN: 11769351
Contributors: Gardeux, V.; Chelouah, R.; Barbosa Wanderley, M.F.; Siarry, P.; Braga, A.P.; Reyal, F.; Rouzier, R.; Pusztai, L.; Natowicz, R.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Dataset structure as prior information for parameter-free regularization of extreme learning machines

Neurocomputing
2015 | Journal article
EID:

2-s2.0-84938202925

Part of ISSN: 18728286 09252312
Contributors: Silvestre, L.J.; Lemos, A.P.; Braga, J.P.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Distance-based large margin classifier suitable for integrated circuit implementation

Electronics Letters
2015 | Journal article
EID:

2-s2.0-84948430623

Part of ISSN: 00135194
Contributors: Torres, L.C.B.; Castro, C.L.; Coelho, F.; Sill Torres, F.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier
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Stream-Based Extreme Learning Machine Approach for Big Data Problems

Mathematical Problems in Engineering
2015 | Journal article
EID:

2-s2.0-84942775453

Part of ISSN: 15635147 1024123X
Contributors: Horta, E.G.; Castro, C.L.D.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

A geometrical approach for parameter selection of radial basis functions networks

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2014 | Book
EID:

2-s2.0-84958537673

Part of ISSN: 16113349 03029743
Contributors: Torres, L.C.B.; Lemos, A.P.; Castro, C.L.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

A maximum margin-based kernel width estimator and its application to the response to neoadjuvant chemotherapy

Revista Brasileira de Engenharia Biomedica
2014 | Journal article
EID:

2-s2.0-84898401014

Part of ISSN: 19847742 15173151
Contributors: Wanderley, M.F.B.; Torres, L.C.B.; Natowicz, R.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Novel Cost-Sensitive Approach to Improve the Multilayer Perceptron Performance on Imbalanced Data

Ieee Transactions on Neural Networks and Learning Systems
2013 | Journal article
DOI:

10.1109/tnnls.2013.2246188

Part of ISSN:

2162-237X

Contributors: Braga, A. P.; Castro, C. L.
Source: Self-asserted source
Antonio Braga via ResearcherID
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A computational geometry approach for pareto-optimal selection of neural networks

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2012 | Book
EID:

2-s2.0-84867671055

Part of ISSN: 03029743 16113349
Contributors: Torres, L.C.B.; Castro, C.L.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

A general approach for adaptive kernels in semi-supervised clustering

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2012 | Book
EID:

2-s2.0-84865013237

Part of ISSN: 03029743 16113349
Contributors: Almeida, S.G.M.; Coelho, F.G.F.; Guimarães, F.G.; Braga, A.P.
Source: Self-asserted source
Antonio Braga via Scopus - Elsevier

Convergence analysis of sliding mode trajectories in multi-objective neural networks learning

Neural Networks
2012 | Journal article
DOI:

10.1016/j.neunet.2012.04.006

Part of ISSN:

0893-6080

Contributors: Braga, A. P.; Costa, M. A.; de Menezes, B. R.
Source: Self-asserted source
Antonio Braga via ResearcherID
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Emergence of synchronicity in a self-organizing spiking neuron network: an approach via genetic algorithms

Natural Computing
2012 | Journal article
DOI:

10.1007/s11047-011-9288-3

Part of ISSN:

1567-7818

Contributors: Borges, H. E.; Braga, A. P.; Gomes, R. M.; Soares, G. E.; Zeferino, G. M.
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Antonio Braga via ResearcherID
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