Publications

Bellow a list of my publications. Bibliometrics can be found in: Google Scholar , ORCID , SCOPUS , DBLP , Microsoft Academic , and Lattes (in portuguese).


Preprints
Artificial Intelligence-Based ECG Diagnosis of Myocardial Infarction in High-Risk Emergency Department Patients
Stefan Gustafsson, Daniel Gedon, Erik Lampa, Antônio H. Ribeiro, Martin J. Holzmann, Thomas B. Schön, Johan Sundstrom
SSRN (2021)
[doi]

Journal Papers
Deep neural network estimated electrocardiographic-age as a mortality predictor
Emilly M. Lima, Antônio H. Ribeiro, Gabriela MM Paixão, Manoel Horta Ribeiro, Marcelo M. Pinto Filho, Paulo R. Gomes, Derick M. Oliveira, Ester C. Sabino, Bruce B. Duncan, Luana Giatti, Sandhi M. Barreto, Wagner Meira, Thomas B. Schön, Antonio Luiz P. Ribeiro
Nature Communications (2021)
[doi] - [code] - [medRxiv] - [dataset 1] - [dataset 2] - [model]
Atrial fibrillation risk prediction from the 12-lead ECG using digital biomarkers and deep representation learning
Shany Biton, Sheina Gendelman, Antônio H Ribeiro, Gabriela Miana, Carla Moreira, Antonio Luiz P Ribeiro, Joachim A Behar
European Heart Journal - Digital Health (2021)
[doi]
Contextualized Interpretable Machine Learning for Medical Diagnosis
Wagner Meira Jr, Antonio L. P. Ribeiro, Derick M. Oliveira, Antonio H. Ribeiro
Communications of the ACM (2020)
[doi]
Evaluation of Mortality in Atrial Fibrillation: Clinical Outcomes in Digital Electrocardiography (CODE) Study
Gabriela M. M. Paixão, Luis Gustavo S. Silva, Paulo R. Gomes, Emilly M. Lima, Milton P. F. Ferreira, Derick M. Oliveira, Manoel H. Ribeiro, Antonio H. Ribeiro, Jamil S. Nascimento, Jéssica A. Canazart, Leonardo B. Ribeiro, Emelia J. Benjamin, Peter W. Macfarlane, Milena S. Marcolino, Antonio L. Ribeiro
Global Heart (2020)
[doi]
On the smoothness of nonlinear system identification
Antônio H. Ribeiro, Koen Tiels, Jack Umenberger, Thomas B. Schön, Luis A. Aguirre
Automatica (2020)
[doi] - [code] - [arXiv]
Automatic diagnosis of the 12-lead ECG using a deep neural network
Antônio H. Ribeiro, Manoel Horta Ribeiro, Gabriela M. M. Paixão, Derick M. Oliveira, Paulo R. Gomes, Jéssica A. Canazart, Milton P. S. Ferreira, Carl R. Andersson, Peter W. Macfarlane, Wagner Meira Jr., Thomas B. Schön, Antonio Luiz P. Ribeiro
Nature Communications (2020)
[doi] - [arXiv] - [code] - [data] - [models]
SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C. J. Carey, İlhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul Mulbregt, SciPy 1.0 Contributors
Nature Methods (2020)
[doi] - [arXiv]
Evaluation of mortality in bundle branch block patients from an electronic cohort: Clinical Outcomes in Digital Electrocardiography (CODE) study
Gabriela M. M. Paixão, Emilly M. Lima, Paulo R. Gomes, Milton P. Ferreira, Derick M. Oliveira, Manoel Horta Ribeiro, Antônio H. Ribeiro, Jamil Nascimento, Jéssica A. Canazart, Gustavo Cardoso, Leonardo B. Ribeiro, Antonio Luiz P. Ribeiro
Journal of Electrocardiology (2019)
[doi]
''Parallel Training Considered Harmful?'': Comparing series-parallel and parallel feedforward network training
Antônio H. Ribeiro, Luis A. Aguirre
Neurocomputing (2018)
[doi] - [arXiv] - [code]

Conference Papers
Deep Energy-Based NARX Models
Johannes N. Hendriks, Fredrik K. Gustafsson, Antônio H. Ribeiro, Adrian G. Wills, Thomas B. Schön
Proceedings of the 19th IFAC Symposium on System Identification (SYSID) - IFAC-PapersOnLine (2021)
[doi] - [arXiv] - [code]
Beyond Occam's Razor in System Identification: Double-Descent when Modeling Dynamics
Antônio H. Ribeiro, Johannes N. Hendriks, Adrian G. Wills, Thomas B. Schön
Proceedings of the 19th IFAC Symposium on System Identification (SYSID) - IFAC-PapersOnLine (2021)
[doi] - [arxiv] - [code] - [slides]
How convolutional neural networks deal with aliasing
Antonio H. Ribeiro, Thomas B. Schon
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2021)
[doi] - [arXiv] - [code] - [slides] - [poster] - [sigport]
Explaining end-to-end ECG automated diagnosis using contextual features
Derick M. Oliveira, Antônio H. Ribeiro, João A. O. Pedrosa, Gabriela M.M. Paixao, Antonio Luiz P. Ribeiro, Wagner Meira Jr
Machine Learning and Knowledge Discovery in Databases. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) (2020)
[doi] - [IEEE] - [url]
Beyond exploding and vanishing gradients: attractors and smoothness in the analysis of recurrent neural network training
Antônio H. Ribeiro, Koen Tiels, Luis A. Aguirre, Thomas B. Schön
Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS), PMLR (2020)
[url] - [presentation] - [code] - [models]
Deep Convolutional Networks in System Identification
Carl Andersson, Antônio H. Ribeiro, Koen Tiels, Niklas Wahlström, Thomas B. Schön
Proceedings of the 58th IEEE Conference on Decision and Control (CDC) (2019)
[doi] - [arXiv] - [code]
Lasso Regularization Paths for NARMAX Models via Coordinate Descent
Antonio H. Ribeiro, Luis A. Aguirre
2018 Annual American Control Conference (ACC) (2018)
[doi] - [arXiv] - [slides] - [code]
Shooting Methods for Parameter Estimation of Output Error Models
Antônio H. Ribeiro, Luis A. Aguirre
Proceedings of the 20th IFAC World Congress. IFAC-PapersOnLine (2017)
[doi] - [poster] - [code]
Selecting transients automatically for the identification of models for an oil well
Antônio H. Ribeiro, Luis A. Aguirre
Proceedings of the 2nd IFAC Workshop on Automatic Control in Offshore Oil and Gas Production. IFAC-PapersOnLine (2015)
[doi] - [slides]

Workshop papers, conference abstracts and extended abstracts
Deep Energy-Based NARX Models
Johannes N. Hendriks, Fredrik K. Gustafsson, Antônio H. Ribeiro, Adrian G. Wills, Thomas B. Schön
Workshop on Nonlinear System Identification (2021)
[book of abstracts] - [slides]
Beyond Occam's Razor in System Identification: Double-Descent when Modeling Dynamics
Antônio H. Ribeiro, Johannes N. Hendriks, Adrian G. Wills, Thomas B. Schön
Workshop on Nonlinear System Identification (2021)
[book of abstracts] - [slides]
Overparametrized Regression Under L2 Adversarial Attacks
Antonio H Ribeiro, Thomas B Schön
Workshop on the Theory of Overparameterized Machine Learning (TOPML) (2021)
[abstract] - [slides]
Automatic 12-lead ECG classification using a convolutional network ensemble
Antonio H Ribeiro, Daniel Gedon, Daniel Martins Teixeira, Manoel Horta Ribeiro, Antonio L Pinho Ribeiro, Thomas B Schon, Wagner Meira Jr
2020 Computing in Cardiology (CinC) (2020)
[doi] - [IEEE] - [url] - [code] - [slides] - [presentation]
Explaining black-box automated electrocardiogram classification to cardiologists
Derick M Oliveira, Antonio H Ribeiro, Joao A O Pedrosa, Gabriela M M Paixao, Antonio L Ribeiro, Wagner Meira Jr
2020 Computing in Cardiology (CinC) (2020)
[doi] - [presentation] - [code]
Deep Convolutional Networks are Useful in System Identification
Antonio H Ribeiro, Carl Andersson, Koen Tiels, Niklas Wahlstrom, Thomas B Schon
Workshop on Nonlinear System Identification (2019)
[extended abstract] - [slides]
Automatic Diagnosis of Short-Duration 12-Lead ECG using a Deep Convolutional Network
Antônio H. Ribeiro, Manoel Horta Ribeiro, Gabriela Paixão, Derick Oliveira, Paulo R. Gomes, Jéssica A. Canazart, Milton Pifano, Wagner Meira Jr., Thomas B. Schön, Antonio Luiz Ribeiro
Machine Learning for Health (ML4H) Workshop at NeurIPS (2018)
[arXiv] - [poster]
Clinical Outcomes in Digital Electrocardiography: Evaluation of Mortality in Atrial Fibrillation (Code Study)
Gabriela Paixao, Luis Gustavo Silva Silva, Paulo R. Gomes, Milton Ferreira, Derick Oliveira, Manoel Horta Ribeiro, Antonio H. Ribeiro, Jamil Nascimento, Gustavo Cardoso, Rodrigo Araujo, Bruno Santos, Jessica Canazart, Leonardo Ribeiro, Antonio L. Ribeiro
Circulation. Abstracts from American Heart Association's. (2018)
[url]

National Conference Papers (in Portuguese)
Relaçoes Estáticas de Modelos NARX MISO e sua Representaçao de Hammerstein
Antônio H. Ribeiro, Luis A. Aguirre
XX Congresso Brasileiro de Automática (2014)
[url] - [slides]

Thesis
Learning nonlinear differentiable models for signals and systems: with applications
Antônio H. Ribeiro
(2020)
[url] - [slides]
Recurrent Structures in System Identification
Antônio H. Ribeiro
(2017)
[url] - [slides]
Implementação de uma Câmera Estéreo
Antonio H. Ribeiro
(2015)
[doi] - [url] - [slides]