A Collaborative Method for Route Discovery Using Taxi Drivers' Experience and Preferences. - Zhaocheng He; Kaiying Chen; Xinyu Chen 002 (IEEE Trans. Intell. Transp. Syst., 2018)

A Nonconvex Low-Rank Tensor Completion Model for Spatiotemporal Traffic Data Imputation. - Xinyu Chen 002; Jinming Yang; Lijun Sun 001 (CoRR, 2020)

Routine pattern discovery and anomaly detection in individual travel behavior. - Lijun Sun 001; Xinyu Chen 002; Zhaocheng He; Luis Miranda-Moreno (CoRR, 2020)

Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting. - Xinyu Chen 002; Lijun Sun 001 (CoRR, 2020)

Incremental Bayesian tensor learning for structural monitoring data imputation and response forecasting. - Pu Ren; Xinyu Chen 002; Lijun Sun 001; Hao Sun 002 (CoRR, 2020)

Scalable Low-Rank Autoregressive Tensor Learning for Spatiotemporal Traffic Data Imputation. - Xinyu Chen 002; Yixian Chen; Lijun Sun 001 (CoRR, 2020)

Nonstationary Temporal Matrix Factorization for Multivariate Time Series Forecasting. - Xinyu Chen 002; Chengyuan Zhang 002; Xi-Le Zhao; Nicolas Saunier; Lijun Sun 001 (CoRR, 2022)

Laplacian Convolutional Representation for Traffic Time Series Imputation. - Xinyu Chen 002; Zhanhong Cheng; Nicolas Saunier; Lijun Sun 001 (CoRR, 2022)

Bayesian Temporal Factorization for Multidimensional Time Series Prediction. - Xinyu Chen 002; Lijun Sun 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation. - Xinyu Chen 002; Mengying Lei; Nicolas Saunier; Lijun Sun 001 (IEEE Trans. Intell. Transp. Syst., 2022)

A Learnable Group-Tube Transform Induced Tensor Nuclear Norm and Its Application for Tensor Completion. - Ben-Zheng Li; Xi-Le Zhao; Xiongjun Zhang; Teng-Yu Ji; Xinyu Chen 002; Michael K. P. Ng 001 (SIAM J. Imaging Sci., 2023)

Revisiting High-Order Tensor Singular Value Decomposition From Basic Element Perspective. - Sheng Liu; Xi-Le Zhao; Jinsong Leng; Ben-Zheng Li; Jing-Hua Yang; Xinyu Chen 002 (IEEE Trans. Signal Process., 2024)

Discovering Dynamic Patterns From Spatiotemporal Data With Time-Varying Low-Rank Autoregression. - Xinyu Chen 002; Chengyuan Zhang 002; Xiaoxu Chen; Nicolas Saunier; Lijun Sun 001 (IEEE Trans. Knowl. Data Eng., 2024)

Convolutional Low-Rank Tensor Representation for Structural Missing Traffic Data Imputation. - Ben-Zheng Li; Xi-Le Zhao; Xinyu Chen 002; Meng Ding 002; Ryan Wen Liu (IEEE Trans. Intell. Transp. Syst., 2024)

Laplacian Convolutional Representation for Traffic Time Series Imputation. - Xinyu Chen 002; Zhanhong Cheng; HanQin Cai; Nicolas Saunier; Lijun Sun 001 (IEEE Trans. Knowl. Data Eng., 2024)

Forecasting Urban Traffic States with Sparse Data Using Hankel Temporal Matrix Factorization. - Xinyu Chen 002; Xi-Le Zhao; Chun Cheng (INFORMS J. Comput., 2025)

Correlating Time Series With Interpretable Convolutional Kernels. - Xinyu Chen 002; HanQin Cai; Fuqiang Liu; Jinhua Zhao (IEEE Trans. Knowl. Data Eng., 2025)

Data-Driven Discovery of Mobility Periodicity for Understanding Urban Transportation Systems. - Xinyu Chen 002; Qi Wang; Yunhan Zheng; Nina Cao; HanQin Cai; Jinhua Zhao (CoRR, 2025)