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Lijun Sun 0001
Person information
- affiliation: McGill University, Montreal, QC, Canada
Other persons with the same name
- Lijun Sun (aka: Li-jun Sun) — disambiguation page
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2020 – today
- 2025
- [j23]Tong Nie
, Guoyang Qin
, Lijun Sun
, Wei Ma
, Yu Mei, Jian Sun
:
Contextualizing MLP-Mixers Spatiotemporally for Urban Traffic Data Forecast at Scale. IEEE Trans. Intell. Transp. Syst. 26(1): 1241-1256 (2025) - [j22]Jinguo Cheng, Ke Li
, Yuxuan Liang
, Lijun Sun
, Junchi Yan
, Yuankai Wu
:
Rethinking Urban Mobility Prediction: A Multivariate Time Series Forecasting Approach. IEEE Trans. Intell. Transp. Syst. 26(2): 2543-2557 (2025) - [j21]Huiliang Zhang
, Ping Nie, Lijun Sun
, Benoit Boulet
:
Nearest Neighbor Multivariate Time Series Forecasting. IEEE Trans. Neural Networks Learn. Syst. 36(7): 12606-12618 (2025) - [j20]Vincent Zhihao Zheng, Seongjin Choi
, Lijun Sun
:
Probabilistic Traffic Forecasting with Dynamic Regression. Transp. Sci. 59(4): 689-707 (2025) - [j19]Seongjin Choi
, Nicolas Saunier
, Vincent Zhihao Zheng, Martin Trépanier
, Lijun Sun
:
Scalable Dynamic Mixture Model with Full Covariance for Probabilistic Traffic Forecasting. Transp. Sci. 59(4): 708-720 (2025) - [i43]Huiliang Zhang, Ping Nie, Lijun Sun, Benoit Boulet:
Nearest Neighbor Multivariate Time Series Forecasting. CoRR abs/2505.11625 (2025) - 2024
- [j18]Huanjie Wang
, Haibin Liu
, Wenshuo Wang
, Lijun Sun
:
On Trustworthy Decision-Making Process of Human Drivers From the View of Perceptual Uncertainty Reduction. IEEE Trans. Intell. Transp. Syst. 25(2): 1625-1636 (2024) - [j17]Xiaoxu Chen
, Chengyuan Zhang
, Zhanhong Cheng
, Yuang Hou
, Lijun Sun
:
A Bayesian Gaussian Mixture Model for Probabilistic Modeling of Car-Following Behaviors. IEEE Trans. Intell. Transp. Syst. 25(6): 5880-5891 (2024) - [j16]Chengyuan Zhang
, Lijun Sun
:
Bayesian Calibration of the Intelligent Driver Model. IEEE Trans. Intell. Transp. Syst. 25(8): 9308-9320 (2024) - [j15]Chaopeng Zhang
, Wenshuo Wang
, Zhaokun Chen
, Jian Zhang, Lijun Sun
, Junqiang Xi
:
Shareable Driving Style Learning and Analysis With a Hierarchical Latent Model. IEEE Trans. Intell. Transp. Syst. 25(9): 11471-11484 (2024) - [j14]Xinyu Chen
, Chengyuan Zhang
, Xiaoxu Chen
, Nicolas Saunier
, Lijun Sun
:
Discovering Dynamic Patterns From Spatiotemporal Data With Time-Varying Low-Rank Autoregression. IEEE Trans. Knowl. Data Eng. 36(2): 504-517 (2024) - [j13]Xinyu Chen
, Zhanhong Cheng
, HanQin Cai
, Nicolas Saunier
, Lijun Sun
:
Laplacian Convolutional Representation for Traffic Time Series Imputation. IEEE Trans. Knowl. Data Eng. 36(11): 6490-6502 (2024) - [j12]Fuqiang Liu
, Jingbo Tian
, Luis Miranda-Moreno
, Lijun Sun
:
Adversarial Danger Identification on Temporally Dynamic Graphs. IEEE Trans. Neural Networks Learn. Syst. 35(4): 4744-4755 (2024) - [c10]Chengyuan Zhang, Kehua Chen, Meixin Zhu, Hai Yang, Lijun Sun:
Learning Car-Following Behaviors Using Bayesian Matrix Normal Mixture Regression. IV 2024: 608-613 - [i42]Chengyuan Zhang, Kehua Chen, Meixin Zhu, Hai Yang, Lijun Sun:
Learning Car-Following Behaviors Using Bayesian Matrix Normal Mixture Regression. CoRR abs/2404.16023 (2024) - [i41]Man Li, Ziyue Li, Lijun Sun, Fugee Tsung:
Enabling Tensor Decomposition for Time-Series Classification via A Simple Pseudo-Laplacian Contrast. CoRR abs/2409.15200 (2024) - [i40]Mengying Lei, Lijun Sun:
Generalized Least Squares Kernelized Tensor Factorization. CoRR abs/2412.07041 (2024) - [i39]Fuqiang Liu, Sicong Jiang, Luis Miranda-Moreno, Seongjin Choi, Lijun Sun:
Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting. CoRR abs/2412.08099 (2024) - 2023
- [j11]Jiawei Wang
, Lijun Sun
:
Robust Dynamic Bus Control: a Distributional Multi-Agent Reinforcement Learning Approach. IEEE Trans. Intell. Transp. Syst. 24(4): 4075-4088 (2023) - [j10]Xudong Wang
, Yuankai Wu, Dingyi Zhuang
, Lijun Sun
:
Low-Rank Hankel Tensor Completion for Traffic Speed Estimation. IEEE Trans. Intell. Transp. Syst. 24(5): 4862-4871 (2023) - [c9]Dedong Li
, Ziyue Li
, Zhishuai Li
, Lei Bai
, Qingyuan Gong
, Lijun Sun
, Wolfgang Ketter
, Rui Zhao
:
A Critical Perceptual Pre-trained Model for Complex Trajectory Recovery. GeoSearch@SIGSPATIAL 2023: 2:1-2:8 - [c8]Chengyuan Zhang, Rui Chen, Jiacheng Zhu, Wenshuo Wang, Changliu Liu, Lijun Sun:
Interactive Car-Following: Matters but NOT Always. ITSC 2023: 5120-5125 - [i38]Mengying Lei, Lijun Sun:
Bayesian Kernelized Tensor Factorization as Surrogate for Bayesian Optimization. CoRR abs/2302.14510 (2023) - [i37]Fan Wu, Zhanhong Cheng, Huiyu Chen, Tony Z. Qiu, Lijun Sun:
Traffic State Estimation with Anisotropic Gaussian Processes from Vehicle Trajectories. CoRR abs/2303.02311 (2023) - [i36]Ziyue Li, Hao Yan, Chen Zhang, Andi Wang, Wolfgang Ketter, Lijun Sun, Fugee Tsung:
Tensor Dirichlet Process Multinomial Mixture Model for Passenger Trajectory Clustering. CoRR abs/2306.13794 (2023) - [i35]Chengyuan Zhang, Rui Chen, Jiacheng Zhu, Wenshuo Wang, Changliu Liu, Lijun Sun:
Interactive Car-Following: Matters but NOT Always. CoRR abs/2307.16127 (2023) - [i34]Chunwei Yang, Xiaoxu Chen, Lijun Sun, Hongyu Yang, Yuankai Wu:
Enhancing Representation Learning for Periodic Time Series with Floss: A Frequency Domain Regularization Approach. CoRR abs/2308.01011 (2023) - [i33]Chaopeng Zhang, Wenshuo Wang, Zhaokun Chen, Jian Zhang, Lijun Sun, Junqiang Xi:
Shareable Driving Style Learning and Analysis with a Hierarchical Latent Model. CoRR abs/2310.15057 (2023) - [i32]Ziyue Li
, Hao Yan, Chen Zhang, Lijun Sun, Wolfgang Ketter
, Fugee Tsung:
Choose A Table: Tensor Dirichlet Process Multinomial Mixture Model with Graphs for Passenger Trajectory Clustering. CoRR abs/2310.20224 (2023) - [i31]Dedong Li, Ziyue Li
, Zhishuai Li, Lei Bai, Qingyuan Gong, Lijun Sun, Wolfgang Ketter
, Rui Zhao:
A Critical Perceptual Pre-trained Model for Complex Trajectory Recovery. CoRR abs/2311.02631 (2023) - [i30]Jinguo Cheng, Ke Li, Yuxuan Liang, Lijun Sun, Junchi Yan, Yuankai Wu:
Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach. CoRR abs/2312.01699 (2023) - 2022
- [j9]Wenshuo Wang, Letian Wang, Chengyuan Zhang, Changliu Liu, Lijun Sun:
Social Interactions for Autonomous Driving: A Review and Perspectives. Found. Trends Robotics 10(3-4): 198-376 (2022) - [j8]Xinyu Chen
, Lijun Sun
:
Bayesian Temporal Factorization for Multidimensional Time Series Prediction. IEEE Trans. Pattern Anal. Mach. Intell. 44(9): 4659-4673 (2022) - [j7]Huanjie Wang
, Wenshuo Wang
, Shihua Yuan, Xueyuan Li
, Lijun Sun
:
On Social Interactions of Merging Behaviors at Highway On-Ramps in Congested Traffic. IEEE Trans. Intell. Transp. Syst. 23(8): 11237-11248 (2022) - [j6]Xinyu Chen
, Mengying Lei
, Nicolas Saunier
, Lijun Sun
:
Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation. IEEE Trans. Intell. Transp. Syst. 23(8): 12301-12310 (2022) - [j5]Mengying Lei
, Aurélie Labbe, Yuankai Wu, Lijun Sun
:
Bayesian Kernelized Matrix Factorization for Spatiotemporal Traffic Data Imputation and Kriging. IEEE Trans. Intell. Transp. Syst. 23(10): 18962-18974 (2022) - [j4]Fuqiang Liu, Jiawei Wang
, Jingbo Tian
, Dingyi Zhuang
, Luis Miranda-Moreno
, Lijun Sun
:
A Universal Framework of Spatiotemporal Bias Block for Long-Term Traffic Forecasting. IEEE Trans. Intell. Transp. Syst. 23(10): 19064-19075 (2022) - [j3]Zhanhong Cheng
, Martin Trépanier
, Lijun Sun
:
Real-Time Forecasting of Metro Origin-Destination Matrices with High-Order Weighted Dynamic Mode Decomposition. Transp. Sci. 56(4): 904-918 (2022) - [i29]Xinyu Chen, Chengyuan Zhang, Xi-Le Zhao, Nicolas Saunier, Lijun Sun:
Nonstationary Temporal Matrix Factorization for Multivariate Time Series Forecasting. CoRR abs/2203.10651 (2022) - [i28]Wenshuo Wang, Letian Wang, Chengyuan Zhang, Changliu Liu, Lijun Sun:
Social Interactions for Autonomous Driving: A Review and Perspective. CoRR abs/2208.07541 (2022) - [i27]Mengying Lei, Aurélie Labbe, Lijun Sun:
Bayesian Complementary Kernelized Learning for Multidimensional Spatiotemporal Data. CoRR abs/2208.09978 (2022) - [i26]Huanjie Wang, Haibin Liu, Wenshuo Wang, Lijun Sun:
On Trustworthy Decision-Making Process of Human Drivers from the View of Perceptual Uncertainty Reduction. CoRR abs/2210.08256 (2022) - [i25]Xinyu Chen, Chengyuan Zhang, Xiaoxu Chen, Nicolas Saunier, Lijun Sun:
Discovering Dynamic Patterns from Spatiotemporal Data with Time-Varying Low-Rank Autoregression. CoRR abs/2211.15482 (2022) - [i24]Xinyu Chen, Zhanhong Cheng, Nicolas Saunier, Lijun Sun:
Laplacian Convolutional Representation for Traffic Time Series Imputation. CoRR abs/2212.01529 (2022) - [i23]Seongjin Choi, Nicolas Saunier, Martin Trépanier
, Lijun Sun:
Spatiotemporal Residual Regularization with Dynamic Mixtures for Traffic Forecasting. CoRR abs/2212.06653 (2022) - 2021
- [j2]Xudong Wang
, Lijun Sun
:
Diagnosing Spatiotemporal Traffic Anomalies With Low-Rank Tensor Autoregression. IEEE Trans. Intell. Transp. Syst. 22(12): 7904-7913 (2021) - [c7]Yuankai Wu, Dingyi Zhuang, Aurélie Labbe, Lijun Sun:
Inductive Graph Neural Networks for Spatiotemporal Kriging. AAAI 2021: 4478-4485 - [c6]Jiawei Wang
, Lijun Sun:
Reducing Bus Bunching with Asynchronous Multi-Agent Reinforcement Learning. IJCAI 2021: 426-433 - [i22]Xinyu Chen, Mengying Lei, Nicolas Saunier, Lijun Sun:
Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation. CoRR abs/2104.14936 (2021) - [i21]Jiawei Wang, Lijun Sun:
Reducing Bus Bunching with Asynchronous Multi-Agent Reinforcement Learning. CoRR abs/2105.00376 (2021) - [i20]Xudong Wang, Yuankai Wu, Dingyi Zhuang, Lijun Sun:
Low-Rank Hankel Tensor Completion for Traffic Speed Estimation. CoRR abs/2105.11335 (2021) - [i19]Mengying Lei, Aurélie Labbe, Lijun Sun:
Scalable Spatiotemporally Varying Coefficient Modeling with Bayesian Kernelized Tensor Regression. CoRR abs/2109.00046 (2021) - [i18]Yuankai Wu, Zhanhong Cheng, Lijun Sun:
Individual Mobility Prediction via Attentive Marked Temporal Point Processes. CoRR abs/2109.02715 (2021) - [i17]Fuqiang Liu, Luis Miranda-Moreno, Lijun Sun:
Spatially Focused Attack against Spatiotemporal Graph Neural Networks. CoRR abs/2109.04608 (2021) - [i16]Yuankai Wu, Dingyi Zhuang, Mengying Lei, Aurélie Labbe, Lijun Sun:
Spatial Aggregation and Temporal Convolution Networks for Real-time Kriging. CoRR abs/2109.12144 (2021) - [i15]Xudong Wang, Luis Miranda-Moreno, Lijun Sun:
Hankel-structured Tensor Robust PCA for Multivariate Traffic Time Series Anomaly Detection. CoRR abs/2110.04352 (2021) - [i14]Jiawei Wang, Lijun Sun:
Robust Dynamic Bus Control: A Distributional Multi-agent Reinforcement Learning Approach. CoRR abs/2111.01946 (2021) - 2020
- [c5]Chenyang Xi, Tianyu Shi, Yuankai Wu, Lijun Sun:
Efficient Motion Planning for Automated Lane Change based on Imitation Learning and Mixed-Integer Optimization. ITSC 2020: 1-6 - [i13]Xinyu Chen, Jinming Yang, Lijun Sun:
A Nonconvex Low-Rank Tensor Completion Model for Spatiotemporal Traffic Data Imputation. CoRR abs/2003.10271 (2020) - [i12]Zhanhong Cheng, Martin Trépanier, Lijun Sun:
Incorporating travel behavior regularity into passenger flow forecasting. CoRR abs/2004.00992 (2020) - [i11]Lijun Sun, Xinyu Chen, Zhaocheng He, Luis Miranda-Moreno:
Routine pattern discovery and anomaly detection in individual travel behavior. CoRR abs/2004.03481 (2020) - [i10]Yuankai Wu, Dingyi Zhuang
, Aurélie Labbe, Lijun Sun:
Inductive Graph Neural Networks for Spatiotemporal Kriging. CoRR abs/2006.07527 (2020) - [i9]Xinyu Chen, Lijun Sun:
Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting. CoRR abs/2006.10436 (2020) - [i8]Pu Ren, Xinyu Chen, Lijun Sun, Hao Sun:
Incremental Bayesian tensor learning for structural monitoring data imputation and response forecasting. CoRR abs/2007.00790 (2020) - [i7]Tianyu Shi, Jiawei Wang, Yuankai Wu, Lijun Sun:
Towards Efficient Connected and Automated Driving System via Multi-agent Graph Reinforcement Learning. CoRR abs/2007.02794 (2020) - [i6]Xinyu Chen, Yixian Chen, Lijun Sun:
Scalable Low-Rank Autoregressive Tensor Learning for Spatiotemporal Traffic Data Imputation. CoRR abs/2008.03194 (2020) - [i5]Huanjie Wang, Wenshuo Wang, Shihua Yuan, Xueyuan Li, Lijun Sun:
On Social Interactions of Merging Behaviors at Highway On-Ramps in Congested Traffic. CoRR abs/2008.06156 (2020)
2010 – 2019
- 2019
- [j1]Jinzhong Wang, Xiangjie Kong, Feng Xia, Lijun Sun
:
Urban Human Mobility: Data-Driven Modeling and Prediction. SIGKDD Explor. 21(1): 1-19 (2019) - [c4]Xudong Wang, Antoine Fagette, Pascal Sartelet, Lijun Sun
:
A Probabilistic Tensor Factorization Approach to Detect Anomalies in Spatiotemporal Traffic Activities. ITSC 2019: 1658-1663 - [i4]Lijun Sun, Xinyu Chen:
Bayesian Temporal Factorization for Multidimensional Time Series Prediction. CoRR abs/1910.06366 (2019) - 2018
- [c3]Zhaocheng He, Yixian Chen, Lijun Sun, Jiaming Zhong, Yiting Zhu:
Identifying Station-Link Correlation for Target Passenger Flow Control in Subway Network. ITSC 2018: 84-89 - 2015
- [c2]Lijun Sun
, Jian Gang Jin:
Modeling Temporal Flow Assignment in Metro Networks Using Smart Card Data. ITSC 2015: 836-841 - 2014
- [i3]Lijun Sun, Kay W. Axhausen, Der-Horng Lee, Manuel Cebrián:
Efficient detection of contagious outbreaks in massive metropolitan encounter networks. CoRR abs/1401.2815 (2014) - [i2]Lijun Sun, Jian Gang Jin, Kay W. Axhausen, Der-Horng Lee, Manuel Cebrián:
Quantifying long-term evolution of intra-urban spatial interactions. CoRR abs/1407.0145 (2014) - 2013
- [i1]Lijun Sun, Kay W. Axhausen, Der-Horng Lee, Xianfeng Huang:
Understanding the collective encounter patterns in an empirical urban contact network. CoRR abs/1301.5979 (2013) - 2012
- [c1]Lijun Sun
, Der-Horng Lee
, Alex Erath
, Xianfeng Huang:
Using smart card data to extract passenger's spatio-temporal density and train's trajectory of MRT system. UrbComp@KDD 2012: 142-148
Coauthor Index

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