Research Project: Human Mobility Modeling
- Developed a human mobility simulator based on hidden Markov models and OpenStreetMap to simulate the human mobility GPS data.
- Proposed a novel temporal frequent-pattern tree (TFPT) time series forecasting model to predict future movement based on users’ historical GPS data. The proposed model achieved state-of-the-art performance on both synthetic and real-world datasets.