Xinyu Chen

According to our database, Xinyu Chen authored at least 22 papers between 2018 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

TailedTS: Benchmark Dataset for Heavy-Tailed Time Series Prediction and Periodicity Quantification.

Xinyu Chen, HanQin Cai, Lijun Ding, Jinhua Zhao

CoRR, May, 2026

2025

Dynamic Autoregressive Tensor Factorization for Pattern Discovery of Spatiotemporal Systems.

Xinyu Chen, Dingyi Zhuang, HanQin Cai, Shenhao Wang, Jinhua Zhao

IEEE Trans. Pattern Anal. Mach. Intell., October, 2025

Data-Driven Discovery of Mobility Periodicity for Understanding Urban Transportation Systems.

Xinyu Chen, Qi Wang, Yunhan Zheng, Nina Cao, HanQin Cai, Jinhua Zhao

CoRR, August, 2025

Correlating Time Series With Interpretable Convolutional Kernels.

Xinyu Chen, HanQin Cai, Fuqiang Liu, Jinhua Zhao

IEEE Trans. Knowl. Data Eng., June, 2025

Interpretable Time Series Autoregression for Periodicity Quantification.

Xinyu Chen, Vassilis Digalakis Jr, Lijun Ding, Dingyi Zhuang, Jinhua Zhao

CoRR, June, 2025

Forecasting Urban Traffic States with Sparse Data Using Hankel Temporal Matrix Factorization.

Xinyu Chen, Xi-Le Zhao, Chun Cheng

INFORMS J. Comput., 2025

Towards Foundation Model for Spatiotemporal Data Analysis.

Yuankai Wu, Xinyu Chen, Dingyi Zhuang

Proceedings of the 19th International Symposium on Spatial and Temporal Data, 2025

2024

Laplacian Convolutional Representation for Traffic Time Series Imputation.

Xinyu Chen, Zhanhong Cheng, HanQin Cai, Nicolas Saunier, Lijun Sun

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

Convolutional Low-Rank Tensor Representation for Structural Missing Traffic Data Imputation.

Ben-Zheng Li, Xi-Le Zhao, Xinyu Chen, Meng Ding, Ryan Wen Liu

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

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

Xinyu Chen, Chengyuan Zhang, Xiaoxu Chen, Nicolas Saunier, Lijun Sun

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

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

IEEE Trans. Signal Process., 2024

2023

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, Michael K. P. Ng

SIAM J. Imaging Sci., September, 2023

2022

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

Xinyu Chen, Mengying Lei, Nicolas Saunier, Lijun Sun

IEEE Trans. Intell. Transp. Syst., 2022

Bayesian Temporal Factorization for Multidimensional Time Series Prediction.

Xinyu Chen, Lijun Sun

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

Laplacian Convolutional Representation for Traffic Time Series Imputation.

Xinyu Chen, Zhanhong Cheng, Nicolas Saunier, Lijun Sun

CoRR, 2022

Nonstationary Temporal Matrix Factorization for Multivariate Time Series Forecasting.

Xinyu Chen, Chengyuan Zhang, Xi-Le Zhao, Nicolas Saunier, Lijun Sun

CoRR, 2022

2020

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

Xinyu Chen, Yixian Chen, Lijun Sun

CoRR, 2020

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

Pu Ren, Xinyu Chen, Lijun Sun, Hao Sun

CoRR, 2020

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

Xinyu Chen, Lijun Sun

CoRR, 2020

Routine pattern discovery and anomaly detection in individual travel behavior.

Lijun Sun, Xinyu Chen, Zhaocheng He, Luis Miranda-Moreno

CoRR, 2020

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

Xinyu Chen, Jinming Yang, Lijun Sun

CoRR, 2020

2018

A Collaborative Method for Route Discovery Using Taxi Drivers' Experience and Preferences.

Zhaocheng He, Kaiying Chen, Xinyu Chen

IEEE Trans. Intell. Transp. Syst., 2018