Padma Kaul

Orcid: 0000-0003-2239-3944

According to our database1, Padma Kaul authored at least 11 papers between 2020 and 2024.

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Bibliography

2024
Development and validation of machine learning algorithms based on electrocardiograms for cardiovascular diagnoses at the population level.
npj Digit. Medicine, 2024

Federated Learning and Differential Privacy Techniques on Multi-hospital Population-scale Electrocardiogram Data.
CoRR, 2024

2023
Towards artificial intelligence-based learning health system for population-level mortality prediction using electrocardiograms.
npj Digit. Medicine, 2023

Exploring Best Practices for ECG Signal Processing in Machine Learning.
CoRR, 2023

Generative Data by β-Variational Autoencoders Help Build Stronger Classifiers: ECG Use Case.
Proceedings of the 19th International Symposium on Medical Information Processing and Analysis, 2023

Supervised Electrocardiogram(ECG) Features Outperform Knowledge-based And Unsupervised Features In Individualized Survival Prediction.
Proceedings of the Machine Learning for Health, 2023

2022
Improving ECG-based COVID-19 diagnosis and mortality predictions using pre-pandemic medical records at population-scale.
CoRR, 2022

ECG for high-throughput screening of multiple diseases: Proof-of-concept using multi-diagnosis deep learning from population-based datasets.
CoRR, 2022

2021
Improving the Calibration of Long Term Predictions of Heart Failure Rehospitalizations using Medical Concept Embedding.
Proceedings of AAAI Symposium on Survival Prediction, 2021

Multilabel 12-Lead Electrocardiogram Classification Using Beat to Sequence Autoencoders.
Proceedings of the IEEE International Conference on Acoustics, 2021

2020
Multilabel 12-Lead Electrocardiogram Classification Using Gradient Boosting Tree Ensemble.
Proceedings of the Computing in Cardiology, 2020


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