Analyzing Impact of Socio-Economic Factors on COVID-19 Mortality Prediction Using SHAP Value

no code implementations • 27 Feb 2023 • Redoan Rahman, Jooyeong Kang, Justin F Rousseau, Ying Ding

This paper applies multiple machine learning (ML) algorithms to a dataset of de-identified COVID-19 patients provided by the COVID-19 Research Database.

Mortality Prediction

RoS-KD: A Robust Stochastic Knowledge Distillation Approach for Noisy Medical Imaging

no code implementations • 15 Oct 2022 • Ajay Jaiswal, Kumar Ashutosh, Justin F Rousseau, Yifan Peng, Zhangyang Wang, Ying Ding

Our extensive experiments on popular medical imaging classification tasks (cardiopulmonary disease and lesion classification) using real-world datasets, show the performance benefit of RoS-KD, its ability to distill knowledge from many popular large networks (ResNet-50, DenseNet-121, MobileNet-V2) in a comparatively small network, and its robustness to adversarial attacks (PGD, FSGM).

Classification Knowledge Distillation +1