Xiaoliang Fan

DeepDiagnosis: DNN-Based Diagnosis Prediction from Pediatric Big Healthcare Data

2018

Mining electronic health records (EHRs) has been considered as a major decision-making tool for clinical diagnosis. In fact, it is difficult to extract the valuable information from EHRs due to free-text writing, incomplete description, and …

FedGS: Federated Graph-based Sampling with Arbitrary Client Availability

2022 · arXiv (Cornell University)

While federated learning has shown strong results in optimizing a machine learning model without direct access to the original data, its performance may be hindered by intermittent client availability which slows down the convergence and …