Concepedia

Spatio-temporal Forecasting

Spatio-Temporal Forecasting is a computational prediction task that involves modeling and extrapolating the evolution of spatially distributed phenomena over time, distinguished from purely spatial or purely temporal forecasting by its simultaneous incorporation of both spatial dependencies and temporal dynamics.

549

Publications

38.6K

Citations

2K

Authors

712

Institutions

Publications per year

2017–2026

421

Parents

Publications

549

Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting

2018 · 3.3K citations · Full text

, , +16

Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting

Chao Song, Youfang Lin, Shengnan Guo et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 1.5K citations · Full text

, , +17

Recurrent Network Models for Human Dynamics

Katerina Fragkiadaki, Sergey Levine, Panna Felsen et al. · 2015 · 898 citations

, , +16

Short-term forecasting of passenger demand under on-demand ride services: A spatio-temporal deep learning approach

Jintao Ke, Hongyu Zheng, Hai Yang et al. · Transportation Research Part C Emerging Technologies · 2017 · 727 citations · Full text

, , +17

Real-time road traffic prediction with spatio-temporal correlations

Wanli Min, Laura Wynter · Transportation Research Part C Emerging Technologies · 2010 · 658 citations · Full text

, , +13

1–5 of 549

Authors

2K

  1. YL
    Yuxuan Liang

    National University of Singapore, Singapore

    13 publications · 2.2K citations

    13

    h-index

  2. JZ
    Junbo Zhang

    Southwest Jiaotong University, China

    13 publications · 2.2K citations

    13

    h-index

  3. YZ
    Yu Zheng

    Microsoft Research Asia (China), China

    9 publications · 2.1K citations

    9

    h-index

  4. GJ
    Guangyin Jin

    National University of Defense Technology, China

    8 publications · 644 citations

    8

    h-index

  5. LZ
    Liang Zhao

    George Mason University, United States

    7 publications · 322 citations

    7

    h-index

1–5 of 2K

Institutions

712

  1. Chinese Academy of Sciences

    Beijing, China

    14 h-index

    37 publications

    1.8K citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    13 h-index

    29 publications

    5.1K citations

  3. Tsinghua University

    Beijing, China

    13 h-index

    32 publications

    2.8K citations

  4. National University of Singapore

    Singapore, Singapore

    13 h-index

    34 publications

    2.6K citations

  5. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    12 h-index

    29 publications

    3.9K citations

  6. Southwest Jiaotong University

    Chengdu, China

    11 h-index

    35 publications

    3.4K citations

  7. Jingdong (China)

    Beijing, China

    10 h-index

    21 publications

    2.1K citations

  8. Aalborg University

    Aalborg, Denmark

    10 h-index

    34 publications

    2.4K citations

1–8 of 712

Venues

  1. arXiv (Cornell University)

    Repository · 32 publications · 1K citations

    19

    h-index

  2. 13

    h-index

  3. IEEE Access

    12 publications · 457 citations

    12

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 9 publications · 2.1K citations

    9

    h-index

  5. Scientific Reports

    9 publications · 929 citations

    9

    h-index

1–5