Publications

Highlighted publications

Journal papers

TBA

2021

• Wang J, Sun L (2020) Dynamic holding control to avoid bus bunching: A multi-agent deep reinforcement learning framework. Transportation Research Part C: Emerging Technologies 116: 102661. (doi:10.1016/j.trc.2020.102661)
• Wang X, Sun L. Diagnosing Spatiotemporal Traffic Anomalies With Low-Rank Tensor Autoregression[J]. IEEE Transactions on Intelligent Transportation Systems, 2021. (Researchgate)
• Cheng Z, Trepanier M, Sun L. Real-time forecasting of metro origin-destination matrices with high-order weighted dynamic mode decomposition[J]. arXiv preprint arXiv:2101.00466, 2021.

2020

• Cheng Z, Trépanier M, Sun L. Probabilistic model for destination inference and travel pattern mining from smart card data[J]. Transportation, 2020: 1-19 (doi: 10.1007/s11116-020-10120-0).
• Wang X, Cheng Z, Trépanier M, et al. Modeling bike-sharing demand using a regression model with spatially varying coefficients[R]. 2020.
• Chen X, Yang J, Sun L. A nonconvex low-rank tensor completion model for spatiotemporal traffic data imputation[J]. Transportation Research Part C: Emerging Technologies, 2020, 117: 102673.

Conference papers

2021

• Wu Y, Zhuang D, Labbe A, et al. Inductive graph neural networks for spatiotemporal kriging[J]. arXiv preprint arXiv:2006.07527, 2020.

2019

• Wang X, Fagette A, Sartelet P, et al. A probabilistic tensor factorization approach to detect anomalies in spatiotemporal traffic activities[C]//2019 IEEE Intelligent Transportation Systems Conference (ITSC). IEEE, 2019: 1658-1663.

Archives

2020

• Cheng Z, Trepanier M, Sun L. Incorporating travel behavior regularity into passenger flow forecasting[J]. arXiv preprint arXiv:2004.00992, 2020.
• Sun L, Chen X, He Z, et al. Routine pattern discovery and anomaly detection in individual travel behavior[J]. arXiv preprint arXiv:2004.03481, 2020.
• Chen X, Sun L. Low-rank autoregressive tensor completion for multivariate time series forecasting[J]. arXiv preprint arXiv:2006.10436, 2020.
• Wang J, Shi T, Wu Y, et al. Multi-agent Graph Reinforcement Learning for Connected Automated Driving[J]. Researchgate
• Chen X, Chen Y, Sun L. Scalable Low-Rank Autoregressive Tensor Learning for Spatiotemporal Traffic Data Imputation[J]. arXiv preprint arXiv:2008.03194, 2020.
• Wang X, Cheng Z, Trépanier M, et al. Modeling bike-sharing demand using a regression model with spatially varying coefficients[R]. 2020. Reseachgate

2019

• Sun L, Chen X. Bayesian temporal factorization for multidimensional time series prediction[J]. arXiv preprint arXiv:1910.06366, 2019.