all AI news
Designing ECG Monitoring Healthcare System with Federated Transfer Learning and Explainable AI. (arXiv:2105.12497v2 [cs.LG] UPDATED)
cs.LG updates on arXiv.org arxiv.org
Deep learning play a vital role in classifying different arrhythmias using
the electrocardiography (ECG) data. Nevertheless, training deep learning models
normally requires a large amount of data and it can lead to privacy concerns.
Unfortunately, a large amount of healthcare data cannot be easily collected
from a single silo. Additionally, deep learning models are like black-box, with
no explainability of the predicted results, which is often required in clinical
healthcare. This limits the application of deep learning in real-world health …
ai arxiv explainable ai healthcare healthcare system learning monitoring transfer learning