Learning signals and systems and its applications to electrocardiography (Jobtalk @ Aalto University, June 2022)

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Related publications:
  • Automatic diagnosis of the 12-lead ECG using a deep neural network (2020). Nature Communications. 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
  • Artificial Intelligence-Based ECG Diagnosis of Myocardial Infarction in High-Risk Emergency Department Patients (2021). SSRN. Stefan Gustafsson, Daniel Gedon, Erik Lampa, Antônio H. Ribeiro, Martin J. Holzmann, Thomas B. Schön, Johan Sundstrom
  • Overparameterized Linear Regression under Adversarial Attacks (2022). arXiv:2204.06274. Antônio H. Ribeiro, Thomas B. Schön


Overparameterized Linear Regression under Adversarial Attacks (Online presentation @ University of British Columbia, Christos Thrampoulidis group, June 2022)

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Related publications:
  • Overparameterized Linear Regression under Adversarial Attacks (2022). arXiv:2204.06274. Antônio H. Ribeiro, Thomas B. Schön
  • Surprises in adversarially-trained linear regression (2022). arXiv:2205.12695. Antônio H. Ribeiro, Dave Zachariah, Thomas B. Schön


Deep Neural Networks for Automatic ECG Analysis (Online presentation @ Systems Control Group, LCSB University of Luxembourg, March 2022)

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Related publications:
  • Automatic diagnosis of the 12-lead ECG using a deep neural network (2020). Nature Communications. 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
  • Deep neural network estimated electrocardiographic-age as a mortality predictor (2021). Nature Communications. 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
  • Artificial Intelligence-Based ECG Diagnosis of Myocardial Infarction in High-Risk Emergency Department Patients (2021). SSRN. Stefan Gustafsson, Daniel Gedon, Erik Lampa, Antônio H. Ribeiro, Martin J. Holzmann, Thomas B. Schön, Johan Sundstrom
  • Atrial fibrillation risk prediction from the 12-lead ECG using digital biomarkers and deep representation learning (2021). European Heart Journal - Digital Health. Shany Biton, Sheina Gendelman, Antônio H Ribeiro, Gabriela Miana, Carla Moreira, Antonio Luiz P Ribeiro, Joachim A Behar
  • Overparameterized Linear Regression under Adversarial Attacks (2022). arXiv:2204.06274. Antônio H. Ribeiro, Thomas B. Schön


On the robustness of overparametrized models (Microseminar - System and Control Division, Uppsala University, Sweden, Nov. 2021)

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Related publications:
  • Overparametrized Regression Under L2 Adversarial Attacks (2021). Workshop on the Theory of Overparameterized Machine Learning (TOPML). Antonio H Ribeiro, Thomas B Schön
  • Beyond Occam's Razor in System Identification: Double-Descent when Modeling Dynamics (2021). Proceedings of the 19th IFAC Symposium on System Identification (SYSID) - IFAC-PapersOnLine. Antônio H. Ribeiro, Johannes N. Hendriks, Adrian G. Wills, Thomas B. Schön


Aprendendo modelos para sinais e sistemas (Premio UFMG de Teses, Oct. 2021)

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Related publications:
  • Learning nonlinear differentiable models for signals and systems: with applications (2020). . Antônio H. Ribeiro


Beyond Occam's Razor in System Identification: Double-Descent when Modeling Dynamics (19th IFAC symposium on System Identification: learning models for decision and control, July 2021)

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Related publications:
  • Beyond Occam's Razor in System Identification: Double-Descent when Modeling Dynamics (2021). Proceedings of the 19th IFAC Symposium on System Identification (SYSID) - IFAC-PapersOnLine. Antônio H. Ribeiro, Johannes N. Hendriks, Adrian G. Wills, Thomas B. Schön


How convolutional neural networks deal with aliasing (IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), June 2021)

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Related publications:
  • How convolutional neural networks deal with aliasing (2021). IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Antonio H. Ribeiro, Thomas B. Schon


Overparametrized Regression Under L2 Adversarial Attacks (Workshop on the Theory of Overparameterized Machine Learning, April 2021)

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Related publications:
  • Overparametrized Regression Under L2 Adversarial Attacks (2021). Workshop on the Theory of Overparameterized Machine Learning (TOPML). Antonio H Ribeiro, Thomas B Schön


Artificial intelligence for ECG classifcation and prediction of the risk of death (International Congress on Electrocardiology, April 2021)

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Related publications:
  • Deep neural network estimated electrocardiographic-age as a mortality predictor (2021). Nature Communications. 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
  • Automatic 12-lead ECG classification using a convolutional network ensemble (2020). 2020 Computing in Cardiology (CinC). Antonio H Ribeiro, Daniel Gedon, Daniel Martins Teixeira, Manoel Horta Ribeiro, Antonio L Pinho Ribeiro, Thomas B Schon, Wagner Meira Jr


Artificial intelligence for ECG classification and prediction of the risk of death (AIMLab group meeting - Techinion, Israel (Online), March 2021)

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Related publications:
  • Deep neural network estimated electrocardiographic-age as a mortality predictor (2021). Nature Communications. 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
  • Automatic 12-lead ECG classification using a convolutional network ensemble (2020). 2020 Computing in Cardiology (CinC). Antonio H Ribeiro, Daniel Gedon, Daniel Martins Teixeira, Manoel Horta Ribeiro, Antonio L Pinho Ribeiro, Thomas B Schon, Wagner Meira Jr


Beyond exploding and vanishing gradients: analysing RNN training using attractors and smoothness (International Conference On Artificial Intelligence And Statistics (AISTATS), 2020)


Related publications:
  • Beyond exploding and vanishing gradients: attractors and smoothness in the analysis of recurrent neural network training (2020). Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS), PMLR. Antônio H. Ribeiro, Koen Tiels, Luis A. Aguirre, Thomas B. Schön