3 papers
cs.LG2026
Harmonized Interpretable ECG Waveform Features for Robust Cross-Dataset Clinical Prediction
Jie Lin, Weijie Sun, Sunil V. Kalmady +4
Electrocardiograms (ECGs) are widely used for cardiovascular risk prediction, yet models often fail to transfer across hospitals because of protocol, population, and measurement di…
eess.SP2024
Federated Learning and Differential Privacy Techniques on Multi-hospital Population-scale Electrocardiogram Data
Vikhyat Agrawal, Sunil Vasu Kalmady, Venkataseetharam Manoj Malipeddi +6
This research paper explores ways to apply Federated Learning (FL) and Differential Privacy (DP) techniques to population-scale Electrocardiogram (ECG) data. The study learns a mul…
eess.SP2023
Exploring Best Practices for ECG Pre-Processing in Machine Learning
Amir Salimi, Sunil Vasu Kalmady, Abram Hindle +2
In this work we search for best practices in pre-processing of Electrocardiogram (ECG) signals in order to train better classifiers for the diagnosis of heart conditions. State of…