Xinyu Chen

25 papers B 1Journal 24
YearRankTypeTitle / Venue / Authors
2025 J jnl
Correlating Time Series With Interpretable Convolutional Kernels.
IEEE Trans. Knowl. Data Eng.
Xinyu Chen, HanQin Cai, Fuqiang Liu, Jinhua Zhao
2025 J jnl
Data-Driven Discovery of Mobility Periodicity for Understanding Urban Transportation Systems.
CoRR
Xinyu Chen, Qi Wang, Yunhan Zheng, Nina Cao, HanQin Cai, Jinhua Zhao
2025 J jnl
Dynamic Autoregressive Tensor Factorization for Pattern Discovery of Spatiotemporal Systems.
IEEE Trans. Pattern Anal. Mach. Intell.
Xinyu Chen, Dingyi Zhuang, HanQin Cai, Shenhao Wang, Jinhua Zhao
2025 J jnl
Forecasting Urban Traffic States with Sparse Data Using Hankel Temporal Matrix Factorization.
INFORMS J. Comput.
Xinyu Chen, Xi-Le Zhao, Chun Cheng
2025 J jnl
Interpretable Time Series Autoregression for Periodicity Quantification.
CoRR
Xinyu Chen, Vassilis Digalakis Jr, Lijun Ding, Dingyi Zhuang, Jinhua Zhao
2025 B conf
Towards Foundation Model for Spatiotemporal Data Analysis.
SSTD
Yuankai Wu, Xinyu Chen, Dingyi Zhuang
2024 J jnl
Convolutional Low-Rank Tensor Representation for Structural Missing Traffic Data Imputation.
IEEE Trans. Intell. Transp. Syst.
Ben-Zheng Li, Xi-Le Zhao, Xinyu Chen, Meng Ding, Ryan Wen Liu
2024 J jnl
Correlating Time Series with Interpretable Convolutional Kernels.
CoRR
Xinyu Chen, HanQin Cai, Fuqiang Liu, Jinhua Zhao
2024 J jnl
Discovering Dynamic Patterns From Spatiotemporal Data With Time-Varying Low-Rank Autoregression.
IEEE Trans. Knowl. Data Eng.
Xinyu Chen, Chengyuan Zhang, Xiaoxu Chen, Nicolas Saunier, Lijun Sun
2024 J jnl
Laplacian Convolutional Representation for Traffic Time Series Imputation.
IEEE Trans. Knowl. Data Eng.
Xinyu Chen, Zhanhong Cheng, HanQin Cai, Nicolas Saunier, Lijun Sun
2024 J jnl
Revisiting High-Order Tensor Singular Value Decomposition From Basic Element Perspective.
IEEE Trans. Signal Process.
Sheng Liu, Xi-Le Zhao, Jinsong Leng, Ben-Zheng Li, Jing-Hua Yang, Xinyu Chen
2023 J jnl
A Learnable Group-Tube Transform Induced Tensor Nuclear Norm and Its Application for Tensor Completion.
SIAM J. Imaging Sci.
Ben-Zheng Li, Xi-Le Zhao, Xiongjun Zhang, Teng-Yu Ji, Xinyu Chen, Michael K. P. Ng
2022 J jnl
Bayesian Temporal Factorization for Multidimensional Time Series Prediction.
IEEE Trans. Pattern Anal. Mach. Intell.
Xinyu Chen, Lijun Sun
2022 J jnl
Discovering Dynamic Patterns from Spatiotemporal Data with Time-Varying Low-Rank Autoregression.
CoRR
Xinyu Chen, Chengyuan Zhang, Xiaoxu Chen, Nicolas Saunier, Lijun Sun
2022 J jnl
Laplacian Convolutional Representation for Traffic Time Series Imputation.
CoRR
Xinyu Chen, Zhanhong Cheng, Nicolas Saunier, Lijun Sun
2022 J jnl
Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation.
IEEE Trans. Intell. Transp. Syst.
Xinyu Chen, Mengying Lei, Nicolas Saunier, Lijun Sun
2022 J jnl
Nonstationary Temporal Matrix Factorization for Multivariate Time Series Forecasting.
CoRR
Xinyu Chen, Chengyuan Zhang, Xi-Le Zhao, Nicolas Saunier, Lijun Sun
2021 J jnl
Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation.
CoRR
Xinyu Chen, Mengying Lei, Nicolas Saunier, Lijun Sun
2020 J jnl
A Nonconvex Low-Rank Tensor Completion Model for Spatiotemporal Traffic Data Imputation.
CoRR
Xinyu Chen, Jinming Yang, Lijun Sun
2020 J jnl
Incremental Bayesian tensor learning for structural monitoring data imputation and response forecasting.
CoRR
Pu Ren, Xinyu Chen, Lijun Sun, Hao Sun
2020 J jnl
Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting.
CoRR
Xinyu Chen, Lijun Sun
2020 J jnl
Routine pattern discovery and anomaly detection in individual travel behavior.
CoRR
Lijun Sun, Xinyu Chen, Zhaocheng He, Luis Miranda-Moreno
2020 J jnl
Scalable Low-Rank Autoregressive Tensor Learning for Spatiotemporal Traffic Data Imputation.
CoRR
Xinyu Chen, Yixian Chen, Lijun Sun
2019 J jnl
Bayesian Temporal Factorization for Multidimensional Time Series Prediction.
CoRR
Lijun Sun, Xinyu Chen
2018 J jnl
A Collaborative Method for Route Discovery Using Taxi Drivers' Experience and Preferences.
IEEE Trans. Intell. Transp. Syst.
Zhaocheng He, Kaiying Chen, Xinyu Chen