Temporal variational autoencoder model for in-hospital clinical emergency prediction

Trong-Nghia Nguyen, Soo-Hyung Kim, Bo-Gun Kho, Nhu-Tai Do, Ngumimi Karen Iyortsuun, Guee-Sang Lee, Hyung-Jeong Yang

Abstract: Highlights•Predicting a patient’s deterioration is an urgent problem for healthcare system.•Medical data characteristics pose challenges for deep learning applications.•Proposed approach boosts early recognition, enhancing patient care.•Extensive trials confirm superior performance over other methods.•Ongoing integration into hospital systems for practical clinical application and enhanced care.