MEGACare: Knowledge-guided multi-view hypergraph predictive framework for healthcare

Jialun Wu, Kai He, Rui Mao, Chen Li, Erik Cambria

Abstract: Highlights•A novel framework, MEGACare, for predicting clinical outcomes using EHRs is proposed.•Leveraging multi-faceted medical knowledge to enhance medical code embedding.•Utilizing multi-view EHR hypergraph framework to capture high-order correlations.•MEGACare outperforms existing methods in two clinical outcome prediction tasks.