Concepedia

Spatiotemporal Machine Learning

Spatiotemporal Machine Learning is a machine learning paradigm that integrates spatial and temporal dependencies within data to model dynamic geographical phenomena by jointly accounting for location-based relationships and time-evolving patterns.

531

Publications

34K

Citations

2.1K

Authors

682

Institutions

Publications per year

2017–2026

467

Parents

Publications

531

Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction

Junbo Zhang, Yu Zheng, Dekang Qi · Proceedings of the AAAI Conference on Artificial Intelligence · 2017 · 2.2K citations · Full text

, , +15

Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting

Geng Xu, Yaguang Li, Leye Wang et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 859 citations · Full text

, , +16

Deep Learning for Spatio-Temporal Data Mining: A Survey

Senzhang Wang, Jiannong Cao, Philip S. Yu · IEEE Transactions on Knowledge and Data Engineering · 2020 · 765 citations

, , +17

DNN-based prediction model for spatio-temporal data

Junbo Zhang, Yu Zheng, Dekang Qi et al. · 2016 · 661 citations

, , +15

PredRNN: recurrent neural networks for predictive learning using spatiotemporal LSTMs

Yunbo Wang, Mingsheng Long, Jianmin Wang et al. · Neural Information Processing Systems · 2017 · 609 citations

, , +12

1–5 of 531

Authors

2.1K

  1. JZ
    Junbo Zhang

    Southwest Jiaotong University, China

    13 publications · 4.5K citations

    13

    h-index

  2. YZ
    Yu Zheng

    Microsoft Research Asia (China), China

    9 publications · 4K citations

    9

    h-index

  3. XS
    Xuan Song

    The University of Tokyo, Japan

    7 publications · 278 citations

    7

    h-index

  4. RJ
    Renhe Jiang

    The University of Tokyo, Japan

    7 publications · 278 citations

    7

    h-index

  5. YL
    Yuxuan Liang

    National University of Singapore, Singapore

    6 publications · 876 citations

    6

    h-index

1–5 of 2.1K

Institutions

682

  1. Chinese Academy of Sciences

    Beijing, China

    20 h-index

    89 publications

    6.8K citations

  2. Tsinghua University

    Beijing, China

    16 h-index

    63 publications

    8K citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    16 h-index

    58 publications

    3.5K citations

  4. Central South University

    Changsha, China

    13 h-index

    29 publications

    1.2K citations

  5. Zhejiang University

    Hangzhou, China

    13 h-index

    47 publications

    2.7K citations

  6. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    12 h-index

    17 publications

    2.1K citations

  7. University of Hong Kong

    Pok Fu Lam, Hong Kong

    12 h-index

    24 publications

    1.9K citations

  8. Southwest Jiaotong University

    Chengdu, China

    12 h-index

    29 publications

    6.6K citations

1–8 of 682

Venues

  1. 19

    h-index

  2. arXiv (Cornell University)

    Repository · 26 publications · 885 citations

    16

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 17 publications · 4.5K citations

    15

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 14 publications · 1.4K citations

    13

    h-index

  5. Remote Sensing

    12 publications · 389 citations

    12

    h-index

1–5