Forecasting patient vital signs in irregular time-series with neural networks using Markov Chain principles

• Main Author: Choy, Xin Yun
• Other Authors: Fan Xiuyi
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Medicine, Health and Life Sciences; Patient vital signs; Neural network; Markov chain; Machine learning
• Online Access: https://hdl.handle.net/10356/175142
• Institution: Nanyang Technological University

Analyzing patient health through irregular time series vital sign data demands inno vative methods beyond conventional imputation techniques. This study introduces a novel approach diverging from prevailing attention-based models to explicitly capture temporal patient evolution. We adopt a paradig...