| A Bayesian tensor decomposition approach for spatiotemporal traffic data imputation X Chen, Z He, L Sun Transportation Research Part C: Emerging Technologies 98, 73-84, 2019 | 310 | 2019 |
| Bayesian temporal factorization for multidimensional time series prediction X Chen, L Sun IEEE Transactions on Pattern Analysis and Machine Intelligence 44 (9), 4659-4673, 2022 | 236 | 2022 |
| Missing traffic data imputation and pattern discovery with a Bayesian augmented tensor factorization model X Chen, Z He, Y Chen, Y Lu, J Wang Transportation Research Part C: Emerging Technologies 104, 66-77, 2019 | 149 | 2019 |
| Spatial-temporal traffic speed patterns discovery and incomplete data recovery via SVD-combined tensor decomposition X Chen, Z He, J Wang Transportation Research Part C: Emerging Technologies 86, 59-77, 2018 | 145 | 2018 |
| A nonconvex low-rank tensor completion model for spatiotemporal traffic data imputation X Chen, J Yang, L Sun Transportation Research Part C: Emerging Technologies 117, 102673, 2020 | 141 | 2020 |
| Low-rank autoregressive tensor completion for spatiotemporal traffic data imputation X Chen, M Lei, N Saunier, L Sun IEEE Transactions on Intelligent Transportation Systems 23 (8), 12301-12310, 2022 | 111 | 2022 |
| Scalable low-rank tensor learning for spatiotemporal traffic data imputation X Chen, Y Chen, N Saunier, L Sun Transportation Research Part C: Emerging Technologies 129, 103226, 2021 | 62 | 2021 |
| Incremental Bayesian matrix/tensor learning for structural monitoring data imputation and response forecasting P Ren, X Chen, L Sun, H Sun Mechanical Systems and Signal Processing 158, 107734, 2021 | 42 | 2021 |
| Low-rank autoregressive tensor completion for multivariate time series forecasting X Chen, L Sun arXiv:2006.10436, 2020 | 28 | 2020 |
| A collaborative method for route discovery using taxi drivers’ experience and preferences Z He, K Chen, X Chen IEEE Transactions on Intelligent Transportation Systems 19 (8), 2505-2514, 2018 | 27 | 2018 |
| Nonstationary temporal matrix factorization for multivariate time series forecasting X Chen, C Zhang, XL Zhao, N Saunier, L Sun arXiv:2203.10651, 2022 | 16 | 2022 |
| Routine pattern discovery and anomaly detection in individual travel behavior L Sun, X Chen, Z He, LF Miranda-Moreno Networks and Spatial Economics, 2021 | 14 | 2021 |
| Laplacian convolutional representation for traffic time series imputation X Chen, Z Cheng, HQ Cai, N Saunier, L Sun IEEE Transactions on Knowledge and Data Engineering 36 (11), 6490 - 6502, 2024 | 13 | 2024 |
| Discovering dynamic patterns from spatiotemporal data with time-varying low-rank autoregression X Chen, C Zhang, X Chen, N Saunier, L Sun IEEE Transactions on Knowledge and Data Engineering 36 (2), 504-517, 2024 | 9 | 2024 |
| A learnable group-tube transform induced tensor nuclear norm and its application for tensor completion BZ Li, XL Zhao, X Zhang, TY Ji, X Chen, MK Ng SIAM Journal on Imaging Sciences 16 (3), 1370-1397, 2023 | 9 | 2023 |
| Pattern discovery and anomaly detection of individual travel behavior using license plate recognition data L Sun, X Chen, Z He, LF Miranda-Moreno Transportation Research Board 98th Annual MeetingTransportation Research Board, 2019 | 8 | 2019 |
| Revisiting high-order tensor singular value decomposition from basic element perspective S Liu, XL Zhao, J Leng, BZ Li, JH Yang, X Chen IEEE Transactions on Signal Processing, 2024 | | 2024 |
| Correlating time series with interpretable convolutional kernels X Chen, HQ Cai, F Liu, J Zhao arXiv:2409.01362, 2024 | | 2024 |
| Forecasting urban traffic states with sparse data using Hankel temporal matrix factorization X Chen, XL Zhao, C Cheng INFORMS Journal on Computing, 2024 | | 2024 |
Lijun Sun (孙立君)Associate Professor, William Dawson Scholar, Civil Engineering, McGill UniversityVerified email at mcgill.ca
