| 研究実績の概要 |
In this fiscal year, I continue on the mobility prediction algorithm development. I successfully proposed an improved ensembled method to predict citywide traffic flow:
Wang, H., Chen, J., Fan, Z., Zhang, Z., Cai, Z., & Song, X. (2022). ST-ExpertNet: A Deep Expert Framework for Traffic Prediction. IEEE Transactions on Knowledge and Data Engineering.
And another improved version of individual mobility prediction algorithm using meta-learning to replace ensemble model for better adaptability:
Fan, Z., Yang, X., Yuan, W., Jiang, R., Chen, Q., Song, X., & Shibasaki, R. (2022, November). Online trajectory prediction for metropolitan scale mobility digital twin. In Proceedings of the 30th International Conference on Advances in Geographic Information Systems (pp. 1-12).
|
