Traffic data imputation via tensor completion based on soft thresholding of Tucker core

Transportation Research Part C Emerging Technologies ◽

10.1016/j.trc.2017.09.011 ◽

2017 ◽

Vol 85 ◽

pp. 348-362 ◽

Author(s):

J.H. de M. Goulart ◽

A.Y. Kibangou ◽

G. Favier

Keyword(s):

Data Imputation ◽

Traffic Data ◽

Tensor Completion ◽

Soft Thresholding

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A nonconvex low-rank tensor completion model for spatiotemporal traffic data imputation

Transportation Research Part C Emerging Technologies ◽

10.1016/j.trc.2020.102673 ◽

2020 ◽

Vol 117 ◽

pp. 102673

Author(s):

Xinyu Chen ◽

Jinming Yang ◽

Lijun Sun

Keyword(s):

Low Rank ◽

Data Imputation ◽

Traffic Data ◽

Tensor Completion ◽

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A Novel Spatial-Temporal Regularized Tensor Completion Algorithm for Traffic Data Imputation

2018 10th International Conference on Wireless Communications and Signal Processing (WCSP) ◽

10.1109/wcsp.2018.8555921 ◽

2018 ◽

Author(s):

Kaitong Lin ◽

Haifeng Zheng ◽

Xinxin Feng ◽

Zhonghui Chen

Keyword(s):

Data Imputation ◽

Traffic Data ◽

Tensor Completion

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Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation

IEEE Transactions on Intelligent Transportation Systems ◽

10.1109/tits.2021.3113608 ◽

2021 ◽

pp. 1-10

Author(s):

Xinyu Chen ◽

Mengying Lei ◽

Nicolas Saunier ◽

Lijun Sun

Keyword(s):

Low Rank ◽

Data Imputation ◽

Traffic Data ◽

Tensor Completion

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Graph Spectral Regularized Tensor Completion for Traffic Data Imputation

IEEE Transactions on Intelligent Transportation Systems ◽

10.1109/tits.2021.3098637 ◽

2021 ◽

pp. 1-15

Author(s):

Lei Deng ◽

Xiao-Yang Liu ◽

Haifeng Zheng ◽

Xinxin Feng ◽

Youjia Chen

Keyword(s):

Data Imputation ◽

Traffic Data ◽

Tensor Completion

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A Bayesian tensor decomposition approach for spatiotemporal traffic data imputation

Transportation Research Part C Emerging Technologies ◽

10.1016/j.trc.2018.11.003 ◽

2019 ◽

Vol 98 ◽

pp. 73-84 ◽

Author(s):

Xinyu Chen ◽

Zhaocheng He ◽

Lijun Sun

Keyword(s):

Tensor Decomposition ◽

Data Imputation ◽

Traffic Data ◽

Decomposition Approach

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Missing Traffic Data Imputation Using a Dual-Stage Error-Corrected Boosting Regressor with Uncertainty Estimation

Information Sciences ◽

10.1016/j.ins.2021.11.049 ◽

2021 ◽

Author(s):

Mankirat Kaur ◽

Sarbjeet Singh ◽

Naveen Aggrawal

Keyword(s):

Uncertainty Estimation ◽

Data Imputation ◽

Traffic Data ◽

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Innovative method for traffic data imputation based on convolutional neural network

IET Intelligent Transport Systems ◽

10.1049/iet-its.2018.5114 ◽

2019 ◽

Vol 13 (4) ◽

pp. 605-613 ◽

Author(s):

Yifan Zhuang ◽

Ruimin Ke ◽

Yinhai Wang

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Data Imputation ◽

Traffic Data ◽

Innovative Method

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A Multi-source Based Coupled Tensors Completion Algorithm for Incomplete Traffic Data Imputation

2019 11th International Conference on Wireless Communications and Signal Processing (WCSP) ◽

10.1109/wcsp.2019.8927918 ◽

2019 ◽

Author(s):

Weiming Zhou ◽

Haifeng Zheng ◽

Xinxin Feng ◽

Dong Lin

Keyword(s):

Data Imputation ◽

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Efficient Tensor Completion for Internet Traffic Data Recovery

Proceedings of the 2nd International Conference on Telecommunications and Communication Engineering - ICTCE 2018 ◽

10.1145/3291842.3291912 ◽

2018 ◽

Author(s):

Yuanyuan Li ◽

Ke Yu ◽

Xiaofei Wu

Keyword(s):

Internet Traffic ◽

Data Recovery ◽

Traffic Data ◽

Tensor Completion

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A spatiotemporal approach for traffic data imputation with complicated missing patterns

Transportation Research Part C Emerging Technologies ◽

10.1016/j.trc.2020.102730 ◽

2020 ◽

Vol 119 ◽

pp. 102730 ◽

Author(s):

Huiping Li ◽

Meng Li ◽

Xi Lin ◽

Fang He ◽

Yinhai Wang

Keyword(s):

Data Imputation ◽

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