Using Multitask Learning to Improve 12-Lead Electrocardiogram Classification

J. Weston Hughes, Taylor Sittler, Anthony D. Joseph +3

We develop a multi-task convolutional neural network (CNN) to classify multiple diagnoses from 12-lead electrocardiograms (ECGs) using a dataset comprised of over 40,000 ECGs, with…