Concepedia

Spatio-temporal Missing Data Imputation

Spatio-Temporal Missing Data Imputation is a computational method in spatial time series analysis that specifically reconstructs unobserved or corrupted observations by leveraging both spatial dependencies and temporal dynamics inherent in spatio-temporal datasets.

216

Publications

10.4K

Citations

645

Authors

292

Institutions

Publications per year

2017–2026

152

Variants

Spatiotemporal Missing Data Imputation

Parents

Publications

216

A Bayesian tensor decomposition approach for spatiotemporal traffic data imputation

Xinyu Chen, Zhaocheng He, Lijun Sun · Transportation Research Part C Emerging Technologies · 2018 · 360 citations

, , +14

Spatio-temporal filling of missing points in geophysical data sets

Dmitri Kondrashov, Michael Ghil · Nonlinear processes in geophysics · 2006 · 355 citations · Full text

, , +15

Recovering missing pixels for Landsat ETM+ SLC-off imagery using multi-temporal regression analysis and a regularization method

Chao Zeng, Huanfeng Shen, Liangpei Zhang · Remote Sensing of Environment · 2013 · 320 citations

, , +14

Efficient missing data imputing for traffic flow by considering temporal and spatial dependence

Li Li, Yuebiao Li, Zhiheng Li · Transportation Research Part C Emerging Technologies · 2013 · 295 citations

, , +14

Spatio-Temporal Compressive Sensing and Internet Traffic Matrices (Extended Version)

Matthew Roughan, Yin Zhang, Walter Willinger et al. · IEEE/ACM Transactions on Networking · 2011 · 264 citations

, , +11

1–5 of 216

Authors

645

  1. LS
    Lijun Sun

    McGill University, Canada

    7 publications · 1.1K citations

    7

    h-index

  2. XC
    Xinyu Chen

    McGill University, Canada

    5 publications · 1K citations

    5

    h-index

  3. XC
    Xiaobo Chen

    Jiangsu University, China

    2 publications · 50 citations

    3

    h-index

  4. YW
    Yinhai Wang

    University of Washington, United States

    3 publications · 177 citations

    3

    h-index

  5. WZ
    Wenfeng Zhou

    Zhejiang University of Technology, China

    3 publications · 172 citations

    3

    h-index

1–5 of 645

Institutions

292

  1. McGill University

    Montreal, Canada

    8 h-index

    13 publications

    1.6K citations

  2. Wuhan University

    Wuhan, China

    7 h-index

    25 publications

    1.8K citations

  3. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    12 publications

    571 citations

  4. Institute of Geographic Sciences and Natural Resources Research

    Beijing, China

    6 h-index

    14 publications

    584 citations

  5. State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing

    Wuhan, China

    6 h-index

    18 publications

    1.2K citations

  6. Shanghai Jiao Tong University

    Shanghai, China

    5 h-index

    6 publications

    430 citations

  7. Fuzhou University

    Fuzhou, China

    5 h-index

    12 publications

    491 citations

  8. Nanyang Technological University

    Singapore, Singapore

    5 h-index

    14 publications

    943 citations

1–8 of 292

Venues

  1. 14

    h-index

  2. 9

    h-index

  3. arXiv (Cornell University)

    Repository · 6 publications · 251 citations

    6

    h-index

  4. 5

    h-index

  5. IEEE Internet of Things Journal

    4 publications · 160 citations

    4

    h-index

1–5