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cs.LG2020
A novel method for Causal Structure Discovery from EHR data, a demonstration on type-2 diabetes mellitus
Xinpeng Shen, Sisi Ma, Prashanthi Vemuri +3
Introduction: The discovery of causal mechanisms underlying diseases enables better diagnosis, prognosis and treatment selection. Clinical trials have been the gold standard for de…
cs.LG2020
Incorporating Causal Effects into Deep Learning Predictions on EHR Data
Jia Li, Haoyu Yang, Xiaowei Jia +3
Electronic Health Records (EHR) data analysis plays a crucial role in healthcare system quality. Because of its highly complex underlying causality and limited observable nature, c…