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TITLE = "ProSTformer: Progressive Space-Time Self-Attention Model for
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JOURNAL = ITS,
VOLUME = "25",
YEAR = "2024",
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MONTH = "September",
PAGES = "10802-10816",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724sttfpre3.html#TT190002"}
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AUTHOR = "Wang, H.X. and Wang, Z.W. and Li, L. and Yang, K.K. and Zeng, J.X. and Zhao, Y.B. and Zhang, J.",
TITLE = "SARO-MB3-BiGRU: A novel model for short-term traffic flow forecasting
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AUTHOR = "Liu, L. and Duan, P. and Chen, Z. and Zhang, J.H. and Feng, S.Y. and Yue, W.W. and Wang, Y. and Rong, J.",
TITLE = "Spatiotemporal Generalization Graph Neural Network-Based Prediction
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JOURNAL = ITS,
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YEAR = "2025",
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MONTH = "July",
PAGES = "9993-10007",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724sttfpre3.html#TT190004"}
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AUTHOR = "Xu, C.C. and Shao, Y.C. and Ma, C.X. and Han, M. and Tong, H. and Peng, C.",
TITLE = "A Geometric Deep Learning Approach to Traffic Flow Shockwave
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JOURNAL = ITS,
VOLUME = "26",
YEAR = "2025",
NUMBER = "7",
MONTH = "July",
PAGES = "9907-9917",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724sttfpre3.html#TT190005"}
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AUTHOR = "Li, Y. and Ren, Q.Q. and Jin, H. and Han, M.",
TITLE = "LSTN:Long Short-Term Traffic Flow Forecasting with Transformer
Networks",
BOOKTITLE = "ICPR22",
YEAR = "2022",
PAGES = "4793-4800",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724sttfpre3.html#TT190006"}
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AUTHOR = "Mallick, T. and Balaprakash, P. and Rask, E. and Macfarlane, J.",
TITLE = "Transfer Learning with Graph Neural Networks for Short-Term Highway
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BOOKTITLE = ICPR21,
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PAGES = "10367-10374",
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AUTHOR = "Li, Q. and Wang, H.",
TITLE = "Elman short-term traffic flow prediction model based on association
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BOOKTITLE = CVIDL20,
YEAR = "2020",
PAGES = "673-678",
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AUTHOR = "Liu, D. and Hui, S. and Li, L. and Liu, Z. and Zhang, Z.",
TITLE = "A Method For Short-Term Traffic Flow Forecasting Based On GCN-LSTM",
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PAGES = "364-368",
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AUTHOR = "Qu, L. and Li, L. and Zhang, Y. and Hu, J.",
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AUTHOR = "Tak, S. and Woo, S. and Yeo, H.",
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JOURNAL = ITS,
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MONTH = "June",
PAGES = "1762-1771",
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AUTHOR = "Li, L.C. and Zhang, J. and Yang, F. and Ran, B.",
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transportation system",
JOURNAL = IET-ITS,
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AUTHOR = "Zhuang, Y.F. and Ke, R.M. and Wang, Y.H.",
TITLE = "Innovative method for traffic data imputation based on convolutional
neural network",
JOURNAL = IET-ITS,
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PAGES = "605-613",
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AUTHOR = "Rodrigues, F. and Henrickson, K. and Pereira, F.C.",
TITLE = "Multi-Output Gaussian Processes for Crowdsourced Traffic Data
Imputation",
JOURNAL = ITS,
VOLUME = "20",
YEAR = "2019",
NUMBER = "2",
MONTH = "February",
PAGES = "594-603",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190014"}
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AUTHOR = "Wang, S. and Mao, G.",
TITLE = "Missing Data Estimation for Traffic Volume by Searching an Optimum
Closed Cut in Urban Networks",
JOURNAL = ITS,
VOLUME = "20",
YEAR = "2019",
NUMBER = "1",
MONTH = "January",
PAGES = "75-86",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190015"}
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AUTHOR = "Li, L. and Zhang, J. and Wang, Y. and Ran, B.",
TITLE = "Missing Value Imputation for Traffic-Related Time Series Data Based
on a Multi-View Learning Method",
JOURNAL = ITS,
VOLUME = "20",
YEAR = "2019",
NUMBER = "8",
MONTH = "August",
PAGES = "2933-2943",
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AUTHOR = "Chen, Y. and Lv, Y. and Wang, F.",
TITLE = "Traffic Flow Imputation Using Parallel Data and Generative
Adversarial Networks",
JOURNAL = ITS,
VOLUME = "21",
YEAR = "2020",
NUMBER = "4",
MONTH = "April",
PAGES = "1624-1630",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190017"}
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AUTHOR = "Wang, S. and Mao, G.",
TITLE = "Fundamental Limits of Missing Traffic Data Estimation in Urban
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JOURNAL = ITS,
VOLUME = "21",
YEAR = "2020",
NUMBER = "3",
MONTH = "March",
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BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190018"}
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AUTHOR = "Lu, W.Q. and Zhou, T. and Li, L.H. and Gu, Y.L. and Rui, Y.K. and Ran, B.",
TITLE = "An improved tucker decomposition-based imputation method for
recovering lane-level missing values in traffic data",
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AUTHOR = "Liu, J.L. and Ong, G.P. and Chen, X.",
TITLE = "GraphSAGE-Based Traffic Speed Forecasting for Segment Network With
Sparse Data",
JOURNAL = ITS,
VOLUME = "23",
YEAR = "2022",
NUMBER = "3",
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BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190020"}
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AUTHOR = "Joelianto, E. and Fathurrahman, M.F. and Sutarto, H.Y. and Semanjski, I. and Putri, A. and Gautama, S.",
TITLE = "Analysis of Spatiotemporal Data Imputation Methods for Traffic Flow
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AUTHOR = "Wang, S.F. and Zhao, Y.B. and Zhang, Y. and Hu, Y.L. and Yin, B.C.",
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Schatten-p norm minimization",
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AUTHOR = "Lei, M.Y. and Labbe, A. and Wu, Y.K. and Sun, L.J.",
TITLE = "Bayesian Kernelized Matrix Factorization for Spatiotemporal Traffic
Data Imputation and Kriging",
JOURNAL = ITS,
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YEAR = "2022",
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MONTH = "October",
PAGES = "18962-18974",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190023"}
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AUTHOR = "Zhu, Y.T. and Wang, J. and Wang, J. and He, Z.C.",
TITLE = "Multitask Neural Tensor Factorization for Road Traffic Speed-Volume
Correlation Pattern Learning and Joint Imputation",
JOURNAL = ITS,
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YEAR = "2022",
NUMBER = "12",
MONTH = "December",
PAGES = "24550-24560",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190024"}
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AUTHOR = "Zhang, X.Y. and Zhang, Y. and Wei, X. and Hu, Y.L. and Yin, B.C.",
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AUTHOR = "Zhang, W.B. and Zhang, P. and Yu, Y.H. and Li, X.Y. and Biancardo, S.A. and Zhang, J.Y.",
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JOURNAL = ITS,
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MONTH = "July",
PAGES = "7919-7930",
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AUTHOR = "Ben Said, A. and Erradi, A.",
TITLE = "Spatiotemporal Tensor Completion for Improved Urban Traffic
Imputation",
JOURNAL = ITS,
VOLUME = "23",
YEAR = "2022",
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BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190027"}
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AUTHOR = "Xing, J.P. and Liu, R.H. and Anish, K. and Liu, Z.Y.",
TITLE = "A Customized Data Fusion Tensor Approach for Interval-Wise Missing
Network Volume Imputation",
JOURNAL = ITS,
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PAGES = "12107-12122",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190028"}
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AUTHOR = "Wang, A. and Ye, Y.C. and Song, X.Z. and Zhang, S. and Yu, J.J.Q.",
TITLE = "Traffic Prediction With Missing Data: A Multi-Task Learning Approach",
JOURNAL = ITS,
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YEAR = "2023",
NUMBER = "4",
MONTH = "April",
PAGES = "4189-4202",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190029"}
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AUTHOR = "Miao, M. and Kang, M.Y. and Qian, X. and Chen, D. and Wu, W.J. and Yu, W.W.",
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non-random missing data",
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AUTHOR = "Cai, L. and Sha, C. and He, J. and Yao, S.W.",
TITLE = "Spatial-Temporal Data Imputation Model of Traffic Passenger
Flow Based on Grid Division",
JOURNAL = IJGI,
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AUTHOR = "Cai, S. and Liu, G. and He, J. and Du, Y. and Si, Z.C. and Jiang, Y.H.",
TITLE = "Temporal-Spatial Traffic Flow Prediction Model Based on Prompt
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AUTHOR = "Wang, X. and Liu, G. and He, J. and Zhou, X.B. and Luo, Z.Y.",
TITLE = "A Large Language Model for Traffic Flow Prediction Based on
Stationary Wavelet Transform and Graph Convolutional Networks",
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YEAR = "2026",
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BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190033"}
@article{bb194632,
AUTHOR = "Wu, P.L. and Ding, M. and Zheng, Y.B.",
TITLE = "Spatiotemporal traffic data imputation by synergizing low tensor ring
rank and nonlocal subspace regularization",
JOURNAL = IET-ITS,
VOLUME = "17",
YEAR = "2023",
NUMBER = "9",
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BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190034"}
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AUTHOR = "Su, X. and Sun, W.J. and Song, C. and Cai, Z. and Guo, L.M.",
TITLE = "A Latent-Factor-Model-Based Approach for Traffic Data Imputation with
Road Network Information",
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YEAR = "2023",
NUMBER = "9",
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@article{bb194634,
AUTHOR = "Zeng, Z. and Liu, B. and Feng, J. and Yang, X.L.",
TITLE = "Low-Rank Tensor and Hybrid Smoothness Regularization-Based Approach
for Traffic Data Imputation With Multimodal Missing",
JOURNAL = ITS,
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YEAR = "2024",
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MONTH = "October",
PAGES = "13014-13026",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190036"}
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AUTHOR = "Zeng, Z. and Feng, J. and Huang, Z. and Liu, B. and Zhou, B.",
TITLE = "A Flexible Approach Based on Hybrid Global Low-Rankness and
Smoothness Regularization With Nonlocal Structure for Traffic Data
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MONTH = "June",
PAGES = "8864-8879",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190037"}
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AUTHOR = "Xu, C. and Wang, Q. and Zhang, W.Q. and Sun, C.",
TITLE = "Spatiotemporal Ego-Graph Domain Adaptation for Traffic Prediction
With Data Missing",
JOURNAL = ITS,
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YEAR = "2024",
NUMBER = "12",
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PAGES = "20804-20819",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190038"}
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AUTHOR = "Zhao, M. and Gahrooei, M.R. and Ilbeigi, M.",
TITLE = "Change Detection in Partially Observed Large-Scale Traffic Network
Data",
JOURNAL = ITS,
VOLUME = "25",
YEAR = "2024",
NUMBER = "11",
MONTH = "November",
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BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190039"}
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AUTHOR = "Huo, G.Y. and Zhang, Y. and Wang, B.Y. and Gao, J.B. and Hu, Y.L. and Yin, B.C.",
TITLE = "Hierarchical Spatio-Temporal Graph Convolutional Networks and
Transformer Network for Traffic Flow Forecasting",
JOURNAL = ITS,
VOLUME = "24",
YEAR = "2023",
NUMBER = "4",
MONTH = "April",
PAGES = "3855-3867",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190040"}
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AUTHOR = "Guo, K. and Tian, D.X. and Hu, Y.L. and Sun, Y.F. and Qian, Z.S. and Zhou, J. and Gao, J.B. and Yin, B.C.",
TITLE = "Contrastive learning for traffic flow forecasting based on multi
graph convolution network",
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YEAR = "2024",
NUMBER = "2",
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BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190041"}
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AUTHOR = "Hu, Y.L. and Peng, T. and Guo, K. and Sun, Y.F. and Gao, J.B. and Yin, B.C.",
TITLE = "Graph transformer based dynamic multiple graph convolution networks
for traffic flow forecasting",
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NUMBER = "9",
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BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190042"}
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AUTHOR = "Guo, K. and Hu, Y.L. and Qian, Z. and Sun, Y.F. and Gao, J.B. and Yin, B.C.",
TITLE = "Dynamic Graph Convolution Network for Traffic Forecasting Based on
Latent Network of Laplace Matrix Estimation",
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YEAR = "2022",
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MONTH = "February",
PAGES = "1009-1018",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190043"}
@article{bb194642,
AUTHOR = "Wei, X. and Zhang, Y. and Wang, S.F. and Zhao, X. and Hu, Y.L. and Yin, B.C.",
TITLE = "Self-Attention Graph Convolution Imputation Network for
Spatio-Temporal Traffic Data",
JOURNAL = ITS,
VOLUME = "25",
YEAR = "2024",
NUMBER = "12",
MONTH = "December",
PAGES = "19549-19562",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190044"}
@article{bb194643,
AUTHOR = "Yang, H.S. and Lin, M.W. and Chen, H. and Luo, X. and Xu, Z.",
TITLE = "Latent Factor Analysis Model With Temporal Regularized Constraint for
Road Traffic Data Imputation",
JOURNAL = ITS,
VOLUME = "26",
YEAR = "2025",
NUMBER = "1",
MONTH = "January",
PAGES = "724-741",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190045"}
@article{bb194644,
AUTHOR = "Chen, P. and Li, F. and Wei, D.L. and Lu, C.H.",
TITLE = "Low-Rank and Deep Plug-and-Play Priors for Missing Traffic Data
Imputation",
JOURNAL = ITS,
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YEAR = "2025",
NUMBER = "2",
MONTH = "February",
PAGES = "2690-2706",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190046"}
@article{bb194645,
AUTHOR = "Dong, H.X. and Zhang, H.L. and Ding, F. and Tan, H.C.",
TITLE = "Co-Evolving Traffic State Parameters Prediction Based on
Mechanism-Data Blending Driven Deep Learning",
JOURNAL = ITS,
VOLUME = "26",
YEAR = "2025",
NUMBER = "3",
MONTH = "March",
PAGES = "3084-3100",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190047"}
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AUTHOR = "Sabzekar, S. and Roudbari, A. and Dehghani, A. and Safaeiestalkhzir, A. and Amini, Z.",
TITLE = "The Impact of Network Indices Integration on Traffic Flow Imputation
Accuracy: A Machine Learning Approach",
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YEAR = "2025",
NUMBER = "4",
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PAGES = "5411-5421",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190048"}
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AUTHOR = "Chen, H. and Lin, M.W. and Zhao, L. and Xu, Z. and Luo, X.",
TITLE = "Fourth-Order Dimension Preserved Tensor Completion With Temporal
Constraint for Missing Traffic Data Imputation",
JOURNAL = ITS,
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YEAR = "2025",
NUMBER = "5",
MONTH = "May",
PAGES = "6734-6748",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190049"}
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AUTHOR = "Cao, S. and Song, C.Y. and Zhang, J. and Zhang, X.R.",
TITLE = "Road Network Similarity-Based Transfer Learning Method for Traffic
Volume Estimation in Undetected Road Segments",
JOURNAL = ITS,
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YEAR = "2025",
NUMBER = "6",
MONTH = "June",
PAGES = "7700-7714",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190050"}
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AUTHOR = "Yu, L.F. and Guan, C.Y. and Wang, H. and He, Y.X. and Cao, W.M. and Leung, C.S.",
TITLE = "Robust Tensor Ring Decomposition for Urban Traffic Data Imputation",
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YEAR = "2025",
NUMBER = "6",
MONTH = "June",
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AUTHOR = "Zhou, W.F. and Shen, G.J. and Zhang, Y.M. and Deng, Z.L. and Kong, X.J. and Xia, F.",
TITLE = "Sequence-to-Sequence Traffic Missing Data Imputation via
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YEAR = "2025",
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TITLE = "V-DCRNN: Virtual Network-Based Diffusion Convolutional Recurrent
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YEAR = "2025",
NUMBER = "7",
MONTH = "July",
PAGES = "10336-10352",
BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f724misstf3.html#TT190053"}
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AUTHOR = "Jiang, Y.L. and Tang, Y.Q. and Zhang, X.T. and Lou, J. and Liu, Y. and Yang, Z.",
TITLE = "Message Passing Period-Aware Imputation Network for Spatial-Temporal
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