Stage-Aware Hierarchical Attentive Relational Network for Diagnosis Prediction

• Published in: IEEE transactions on knowledge and data engineering Vol. 36; no. 4; pp. 1773 - 1784
• Main Authors: Wang, Liping, Liu, Qiang, Zhang, Mengqi, Hu, Yaxuan, Wu, Shu, Wang, Liang
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.04.2024; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Codes; Data models; Deep learning; Diagnosis; Diagnosis prediction; electronic health record; Electronic health records; Graph neural networks; knowledge graph; Knowledge graphs; Knowledge representation; Medical coding; Medical diagnostic imaging; Message passing; Ontologies; Ontology; Predictive models; relational graph neural network

Recently, Electronic Health Records (EHR) have become valuable for enhancing medical decision making, as well as online disease detection and monitoring. Meanwhile, deep learning-based methods have achieved great success in health risk prediction and diagnosis prediction based on EHR. Nevertheless,...