Improving explainability of deep neural network-based electrocardiogram interpretation using variational auto-encoders .

Rutger R van de LeurMax N BosKarim TahaArjan Sammani Ming Wai YeungStefan van DuijvenbodenPier D LambiaseRutger J HassinkPim van der HarstPieter A DoevendansDeepak K GuptaRené van Es

Published in: European heart journal. Digital health (2022)

Future studies on DNNs for ECGs should employ pipelines that are explainable to facilitate clinical implementation by gaining confidence in artificial intelligence and making it possible to identify biased models.

Keyphrases

artificial intelligence
neural network
machine learning
big data
deep learning
primary care
healthcare
current status
quality improvement
case control