Concepedia

Spatio-temporal State-space Models

Spatio-Temporal State-Space Models is a statistical modeling framework that extends traditional state-space models by explicitly incorporating both spatial dependencies and temporal dynamics in the latent state and observation processes, enabling the joint inference of unobserved spatio-temporal phenomena from noisy and partial observations.

161

Publications

9.6K

Citations

492

Authors

255

Institutions

Publications per year

2017–2026

58

Parents

Publications

161

Observe locally, infer globally: A space-time MRF for detecting abnormal activities with incremental updates

Jaechul Kim, Kristen Grauman · 2009 IEEE Conference on Computer Vision and Pattern Recognition · 2009 · 778 citations

, , +13

momentuHMM: <scp>R</scp> package for generalized hidden Markov models of animal movement

Brett T. McClintock, Théo Michelot · Methods in Ecology and Evolution · 2018 · 399 citations · Full text

, , +17

Deep learning-based PM2.5 prediction considering the spatiotemporal correlations: A case study of Beijing, China

Unjin Pak, Jun Ma, Unsok Ryu et al. · The Science of The Total Environment · 2019 · 324 citations

, , +16

Learning Deep Neural Networks for Vehicle Re-ID with Visual-spatio-Temporal Path Proposals

Yantao Shen, Tong Xiao, Hongsheng Li et al. · 2017 · 314 citations

, , +14

META-ANALYSIS OF ANIMAL MOVEMENT USING STATE-SPACE MODELS

Ian D. Jonsen, Ransom A. Myers, Joanna Mills Flemming · Ecology · 2003 · 292 citations

, , +17

1–5 of 161

Authors

492

  1. CK
    Christopher K. Wikle

    University of Missouri, United States

    5 publications · 439 citations

    5

    h-index

  2. NC
    Noel Cressie

    Iowa State University, United States

    4 publications · 204 citations

    4

    h-index

  3. VK
    Visakan Kadirkamanathan

    University of Sheffield, United Kingdom

    4 publications · 221 citations

    4

    h-index

  4. MD
    Michael Dewar

    University of Sheffield, United Kingdom

    4 publications · 221 citations

    4

    h-index

  5. TM
    Théo Michelot

    University of St Andrews, United Kingdom

    3 publications · 518 citations

    3

    h-index

1–5 of 492

Institutions

255

  1. University of Missouri

    Columbia, United States

    6 h-index

    8 publications

    612 citations

  2. University of Sheffield

    Sheffield, United Kingdom

    6 h-index

    10 publications

    893 citations

  3. University of Edinburgh

    Edinburgh, United Kingdom

    5 h-index

    6 publications

    376 citations

  4. Central South University

    Changsha, China

    4 h-index

    6 publications

    185 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    8 publications

    315 citations

  6. Dalhousie University

    Halifax, Canada

    4 h-index

    9 publications

    1.2K citations

  7. City University of Hong Kong

    Hong Kong, Hong Kong

    3 h-index

    6 publications

    338 citations

  8. NOAA National Marine Fisheries Service Alaska Fisheries Science Center

    Seattle, United States

    3 h-index

    3 publications

    528 citations

1–8 of 255

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 161 citations

    5

    h-index

  2. Methods in Ecology and Evolution

    4 publications · 636 citations

    4

    h-index

  3. IEEE Transactions on Signal Processing

    3 publications · 91 citations

    3

    h-index

  4. Ecological Informatics

    3 publications · 206 citations

    3

    h-index

  5. 3

    h-index

1–5