Demonstration of the potential of white-box machine learning approaches to gain insights from cardiovascular disease electrocardiograms

A 12-lead electrocardiogram database for arrhythmia research covering more than 10,000 patients

(2020) Jianwei Zheng et al.   Scientific Data

Illuminating the dark spaces of healthcare with ambient intelligence

(2020) Albert Haque et al.   NATURE

A hierarchical method based on weighted extreme gradient boosting in ECG heartbeat classification

(2019) Haotian Shi et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Chinese Patent medicine to treat a 32-year-old man with sinus bradycardia and cardiac sinus arrests

(2019) Dong Yan et al.   MEDICINE

Definitions, methods, and applications in interpretable machine learning

(2019) W. James Murdoch et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Computational techniques for ECG analysis and interpretation in light of their contribution to medical advances

(2018) Aurore Lyon et al.   Journal of the Royal Society Interface

ECG-based pulse detection during cardiac arrest using random forest classifier

(2018) Andoni Elola et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Differences in the upslope of the precordial body surface ECG T wave reflect right to left dispersion of repolarization in the intact human heart

(2018) Neil T. Srinivasan et al.   HEART RHYTHM

ECG Signal Classification Using Various Machine Learning Techniques

(2018) S Celin et al.   JOURNAL OF MEDICAL SYSTEMS

Deep learning algorithms for detection of critical findings in head CT scans: a retrospective study

(2018) Sasank Chilamkurthy et al.   LANCET

Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network

(2018) Awni Y. Hannun et al.   NATURE MEDICINE

Big data and black-box medical algorithms

(2018) W. Nicholson Price   Science Translational Medicine

Development and Validation of a Deep Learning System for Diabetic Retinopathy and Related Eye Diseases Using Retinal Images From Multiethnic Populations With Diabetes

(2017) Daniel Shu Wei Ting et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Computer-Interpreted Electrocardiograms

(2017) Jürg Schläpfer et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Development of machine learning models for diagnosis of glaucoma

(2017) Seong Jae Kim et al.   PLoS One

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

(2016) Paulus Kirchhof et al.   EUROPEAN JOURNAL OF CARDIO-THORACIC SURGERY

2015 ACC/AHA/HRS guideline for the management of adult patients with supraventricular tachycardia

(2016) Richard L. Page et al.   HEART RHYTHM

The nature of P-wave dispersion — A clinically useful parameter that does not exist

(2016) Katarzyna Zimmer et al.   INTERNATIONAL JOURNAL OF CARDIOLOGY

Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

(2016) Varun Gulshan et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Cardiac arrhythmia classification using statistical and mixture modeling features of ECG signals

(2016) Rashid Ghorbani Afkhami et al.   PATTERN RECOGNITION LETTERS

MediBoost: a Patient Stratification Tool for Interpretable Decision Making in the Era of Precision Medicine

(2016) Gilmer Valdes et al.   Scientific Reports

2014 AHA/ACC/HRS Guideline for the Management of Patients With Atrial Fibrillation

(2014) Craig T. January et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Risk Factors for Bradycardia Requiring Pacemaker Implantation in Patients With Atrial Fibrillation

(2012) Tyler W. Barrett et al.   AMERICAN JOURNAL OF CARDIOLOGY

ECG arrhythmia classification based on optimum-path forest

(2012) Eduardo José da S. Luz et al.   EXPERT SYSTEMS WITH APPLICATIONS

A novel application for the detection of an irregular pulse using an iPhone 4S in patients with atrial fibrillation

(2012) David D. McManus et al.   HEART RHYTHM

Evaluating the physiological significance of respiratory sinus arrhythmia: looking beyond ventilation-perfusion efficiency

(2012) A. Ben-Tal et al.   JOURNAL OF PHYSIOLOGY-LONDON

Inappropriate Sinus Tachycardia

(2012) Brian Olshansky et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Delineation of ECG characteristic features using multiresolution wavelet analysis method

(2011) S. Banerjee et al.   MEASUREMENT

k-Nearest neighbor models for microarray gene expression analysis and clinical outcome prediction

(2010) R M Parry et al.   PHARMACOGENOMICS JOURNAL

A review on sample entropy applications for the non-invasive analysis of atrial fibrillation electrocardiograms

(2009) R. Alcaraz et al.   Biomedical Signal Processing and Control