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

• 主要作者: Choy, Xin Yun
• 其他作者: Fan Xiuyi
• 格式: Final Year Project
• 語言: English
• 出版: Nanyang Technological University 2024
• 主題: Computer and Information Science; Medicine, Health and Life Sciences; Patient vital signs; Neural network; Markov chain; Machine learning
• 在線閱讀: https://hdl.handle.net/10356/175142
• 機構: 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...