Counterfactual and Factual Reasoning over Hypergraphs for Interpretable Clinical Predictions on EHR.
Ran Xu, Yue Shuang Yu, Chao Zhang, Mohammed K. Ali, Joyce C. Ho, Carl Yang · PubMed · 2022
clinical predictions based on hypergraph representation learning and counterfactual and factual reasoning techniques. Experiments on two real EHR datasets show the superior performance of CACHE. Case studies with a domain expert illustrate a preferred capability of CACHE in generating clinically meaningful interpretations towards the correct predictions.