On Merging Feature Engineering and Deep Learning for Diagnosis, Risk Prediction and Age Estimation Based on the 12-Lead ECG

Author:

Zvuloni Eran1ORCID,Read Jesse2ORCID,Ribeiro Antônio H.3ORCID,Ribeiro Antonio Luiz P.4ORCID,Behar Joachim A.5ORCID

Affiliation:

1. Faculty of Biomedical Engineering, Technion-IIT, Israel

2. Computer Science Laboratory (LIX), École Polytechnique, Institut Polytechnique de Paris, France

3. Department of Information Technology, Uppsala University, Sweden

4. Department of Internal Medicine, Faculdade de Medicina, Telehealth Center, Hospital das Clínicas, Universidade Federal de Minas Gerais, Brazil

5. Faculty of Biomedical Engineering, Technion-IIT, Haifa, Israel

Funder

Technion EVPR Fund: Hittman Family Fund

Ministry of Health, Israel

Ministry of Science and Technology, Israel & Ministry of Europe and Foreign Affairs (MEAE) of Israel

Ministry of Higher Education, Research and Innovation (MESRI) of France

Israel PBC-VATAT

Technion Center for Machine Learning and Intelligent Systems

Israel Council of Higher Education

Israel Data Science Initiative

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Biomedical Engineering

Reference35 articles.

1. PTB-XL, a large publicly available electrocardiography dataset;wagner;Data Science Journal,2020

2. 2016 ESC Guidelines for the management of atrial fibrillation developed in collaboration with EACTS

3. Deep neural network-estimated electrocardiographic age as a mortality predictor

4. Usefulness of P-Wave Duration and Morphologic Variability to Identify Patients Prone to Paroxysmal Atrial Fibrillation

5. Extended parabolic phase space mapping (EPPSM): Novel quadratic function for representation of heart rate variability signal;moharreri;Proc Comput Cardiol,0

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