Lijun Sun

Transp. Sci., 2025

Scalable Dynamic Mixture Model with Full Covariance for Probabilistic Traffic Forecasting.

[BibT_eX]

[DOI]

Transp. Sci., 2025

Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2025

2024

Laplacian Convolutional Representation for Traffic Time Series Imputation.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., November, 2024

Shareable Driving Style Learning and Analysis With a Hierarchical Latent Model.

[BibT_eX]

[DOI]

IEEE Trans. Intell. Transp. Syst., September, 2024

Bayesian Calibration of the Intelligent Driver Model.

[BibT_eX]

[DOI]

Chengyuan Zhang

IEEE Trans. Intell. Transp. Syst., August, 2024

A Bayesian Gaussian Mixture Model for Probabilistic Modeling of Car-Following Behaviors.

[BibT_eX]

[DOI]

IEEE Trans. Intell. Transp. Syst., June, 2024

Adversarial Danger Identification on Temporally Dynamic Graphs.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., April, 2024

Discovering Dynamic Patterns From Spatiotemporal Data With Time-Varying Low-Rank Autoregression.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., February, 2024

On Trustworthy Decision-Making Process of Human Drivers From the View of Perceptual Uncertainty Reduction.

[BibT_eX]

[DOI]

IEEE Trans. Intell. Transp. Syst., February, 2024

Generalized Least Squares Kernelized Tensor Factorization.

[BibT_eX]

[DOI]

CoRR, 2024

A Gentle Introduction and Tutorial on Deep Generative Models in Transportation Research.

[BibT_eX]

[DOI]

CoRR, 2024

Enabling Tensor Decomposition for Time-Series Classification via A Simple Pseudo-Laplacian Contrast.

[BibT_eX]

[DOI]

CoRR, 2024

Communication-Aware Reinforcement Learning for Cooperative Adaptive Cruise Control.

[BibT_eX]

[DOI]

Sicong Jiang

CoRR, 2024

Learning Car-Following Behaviors Using Bayesian Matrix Normal Mixture Regression.

[BibT_eX]

[DOI]

Proceedings of the IEEE Intelligent Vehicles Symposium, 2024

Better Batch for Deep Probabilistic Time Series Forecasting.

[BibT_eX]

[DOI]

Vincent Zhihao Zheng

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

2023

Low-Rank Hankel Tensor Completion for Traffic Speed Estimation.

[BibT_eX]

[DOI]

IEEE Trans. Intell. Transp. Syst., May, 2023

Robust Dynamic Bus Control: a Distributional Multi-Agent Reinforcement Learning Approach.

[BibT_eX]

[DOI]

Jiawei Wang

IEEE Trans. Intell. Transp. Syst., April, 2023

Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach.

[BibT_eX]

[DOI]

CoRR, 2023

Choose A Table: Tensor Dirichlet Process Multinomial Mixture Model with Graphs for Passenger Trajectory Clustering.

[BibT_eX]

[DOI]

CoRR, 2023

Enhancing Representation Learning for Periodic Time Series with Floss: A Frequency Domain Regularization Approach.

[BibT_eX]

[DOI]

CoRR, 2023

Tensor Dirichlet Process Multinomial Mixture Model for Passenger Trajectory Clustering.

[BibT_eX]

[DOI]

CoRR, 2023

Traffic State Estimation with Anisotropic Gaussian Processes from Vehicle Trajectories.

[BibT_eX]

[DOI]

CoRR, 2023

Bayesian Kernelized Tensor Factorization as Surrogate for Bayesian Optimization.

[BibT_eX]

[DOI]

CoRR, 2023

Enhancing Deep Traffic Forecasting Models with Dynamic Regression.

[BibT_eX]

[DOI]

Vincent Zhihao Zheng

CoRR, 2023

Interactive Car-Following: Matters but NOT Always.

[BibT_eX]

[DOI]

Proceedings of the 26th IEEE International Conference on Intelligent Transportation Systems, 2023

A Critical Perceptual Pre-trained Model for Complex Trajectory Recovery.

[BibT_eX]

[DOI]

Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Searching and Mining Large Collections of Geospatial Data, 2023

2022

Real-Time Forecasting of Metro Origin-Destination Matrices with High-Order Weighted Dynamic Mode Decomposition.

[BibT_eX]

[DOI]

Zhanhong Cheng

Martin Trépanier

Transp. Sci., 2022

On Social Interactions of Merging Behaviors at Highway On-Ramps in Congested Traffic.

[BibT_eX]

[DOI]

IEEE Trans. Intell. Transp. Syst., 2022

A Universal Framework of Spatiotemporal Bias Block for Long-Term Traffic Forecasting.

[BibT_eX]

[DOI]

IEEE Trans. Intell. Transp. Syst., 2022

Bayesian Kernelized Matrix Factorization for Spatiotemporal Traffic Data Imputation and Kriging.

[BibT_eX]

[DOI]

IEEE Trans. Intell. Transp. Syst., 2022

Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation.

[BibT_eX]

[DOI]

IEEE Trans. Intell. Transp. Syst., 2022

Bayesian Temporal Factorization for Multidimensional Time Series Prediction.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2022

Social Interactions for Autonomous Driving: A Review and Perspectives.

[BibT_eX]

[DOI]

Found. Trends Robotics, 2022

Spatiotemporal Residual Regularization with Dynamic Mixtures for Traffic Forecasting.

[BibT_eX]

[DOI]

CoRR, 2022

Laplacian Convolutional Representation for Traffic Time Series Imputation.

[BibT_eX]

[DOI]

CoRR, 2022

Bayesian Complementary Kernelized Learning for Multidimensional Spatiotemporal Data.

[BibT_eX]

[DOI]

Aurélie Labbe

CoRR, 2022

Social Interactions for Autonomous Driving: A Review and Perspective.

[BibT_eX]

[DOI]

CoRR, 2022

Nonstationary Temporal Matrix Factorization for Multivariate Time Series Forecasting.

[BibT_eX]

[DOI]

CoRR, 2022

2021

Diagnosing Spatiotemporal Traffic Anomalies With Low-Rank Tensor Autoregression.

[BibT_eX]

[DOI]

Xudong Wang

IEEE Trans. Intell. Transp. Syst., 2021

Hankel-structured Tensor Robust PCA for Multivariate Traffic Time Series Anomaly Detection.

[BibT_eX]

[DOI]

Xudong Wang

Luis Miranda-Moreno

CoRR, 2021

Spatial Aggregation and Temporal Convolution Networks for Real-time Kriging.

[BibT_eX]

[DOI]

CoRR, 2021

Spatially Focused Attack against Spatiotemporal Graph Neural Networks.

[BibT_eX]

[DOI]

Fuqiang Liu

Luis Miranda-Moreno

CoRR, 2021

Individual Mobility Prediction via Attentive Marked Temporal Point Processes.

[BibT_eX]

[DOI]

Yuankai Wu

Zhanhong Cheng

CoRR, 2021

Scalable Spatiotemporally Varying Coefficient Modeling with Bayesian Kernelized Tensor Regression.

[BibT_eX]

[DOI]

Aurélie Labbe

CoRR, 2021

Reducing Bus Bunching with Asynchronous Multi-Agent Reinforcement Learning.

[BibT_eX]

[DOI]

Jiawei Wang

Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021

Inductive Graph Neural Networks for Spatiotemporal Kriging.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Scalable Low-Rank Autoregressive Tensor Learning for Spatiotemporal Traffic Data Imputation.

[BibT_eX]

[DOI]

Yixian Chen

CoRR, 2020

Towards Efficient Connected and Automated Driving System via Multi-agent Graph Reinforcement Learning.

[BibT_eX]

[DOI]

CoRR, 2020

Incremental Bayesian tensor learning for structural monitoring data imputation and response forecasting.

[BibT_eX]

[DOI]

CoRR, 2020

Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting.

[BibT_eX]

[DOI]

CoRR, 2020

Routine pattern discovery and anomaly detection in individual travel behavior.

[BibT_eX]

[DOI]

CoRR, 2020

Incorporating travel behavior regularity into passenger flow forecasting.

[BibT_eX]

[DOI]

Zhanhong Cheng

Martin Trépanier

CoRR, 2020

A Nonconvex Low-Rank Tensor Completion Model for Spatiotemporal Traffic Data Imputation.

[BibT_eX]

[DOI]

Jinming Yang

CoRR, 2020

Efficient Motion Planning for Automated Lane Change based on Imitation Learning and Mixed-Integer Optimization.

[BibT_eX]

[DOI]

Proceedings of the 23rd IEEE International Conference on Intelligent Transportation Systems, 2020

2019

Urban Human Mobility: Data-Driven Modeling and Prediction.

[BibT_eX]

[DOI]

SIGKDD Explor., 2019

A Probabilistic Tensor Factorization Approach to Detect Anomalies in Spatiotemporal Traffic Activities.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE Intelligent Transportation Systems Conference, 2019

2018

Identifying Station-Link Correlation for Target Passenger Flow Control in Subway Network.

[BibT_eX]

[DOI]

Proceedings of the 21st International Conference on Intelligent Transportation Systems, 2018

2015

Modeling Temporal Flow Assignment in Metro Networks Using Smart Card Data.

[BibT_eX]

[DOI]