Concepedia

State-space Causal Models

State-Space Causal Models is a longitudinal causal inference framework that integrates state-space modeling with causal structure to distinguish latent temporal dynamics from causal interventions in time-series observational data.

11

Publications

1.4K

Citations

27

Authors

21

Institutions

Publications per year

2017–2026

4

Parents

Publications

11

Inferring causal impact using Bayesian structural time-series models

Kay H. Brodersen, Fabian Gallusser, Jim Koehler et al. · The Annals of Applied Statistics · 2015 · 962 citations · Full text

, , +17

Granger causality for state-space models

Lionel Barnett, Anil K. Seth · Physical Review E · 2015 · 229 citations · Full text

, , +14

Quantification of causal couplings via dynamical effects: A unifying perspective

Physical Review E · 2014 · 46 citations

, , +15

Causal learner: A toolbox for causal structure and Markov blanket learning

Zhaolong Ling, Kui Yu, Yiwen Zhang et al. · Pattern Recognition Letters · 2022 · 36 citations

, , +14

A State Space Modeling Approach to Mediation Analysis

Kristopher J. Preacher, Emilio Ferrer · Journal of Educational and Behavioral Statistics · 2014 · 29 citations

, , +14

1–5 of 11

Authors

27

  1. LA
    Laura Astolfi

    Sapienza University of Rome, Italy

    1 publications · 16 citations

    1

    h-index

  2. JL
    Jiuyong Li

    University of South Australia, Australia

    1 publications · 36 citations

    1

    h-index

  3. SL
    Steven L. Scott

    University of Wisconsin–Madison, United States

    1 publications · 962 citations

    1

    h-index

  4. HW
    Halbert White

    University of California San Diego, United States

    1 publications · 11 citations

    1

    h-index

  5. KJ
    Kristopher J. Preacher

    Vanderbilt University, United States

    1 publications · 29 citations

    1

    h-index

1–5 of 27

Institutions

21

  1. University College London

    London, United Kingdom

    1 h-index

    3 publications

    63 citations

  2. Wellcome Centre for Human Neuroimaging

    London, United Kingdom

    1 h-index

    3 publications

    63 citations

  3. University of Sussex

    Brighton, United Kingdom

    1 h-index

    2 publications

    458 citations

  4. University of California, Davis

    Davis, United States

    1 h-index

    1 publications

    29 citations

  5. Google (United States)

    Mountain View, United States

    1 h-index

    4 publications

    3.8K citations

  6. The Institute of Statistical Mathematics

    Tokyo, Japan

    1 h-index

    2 publications

    22 citations

  7. Vanderbilt University

    Nashville, United States

    1 h-index

    1 publications

    29 citations

  8. Hefei University of Technology

    Hefei, China

    1 h-index

    1 publications

    36 citations

1–8 of 21

Venues

  1. Physical Review E

    PRE · 2 publications · 275 citations

    2

    h-index

  2. Transport Policy

    1 publications · 16 citations

    1

    h-index

  3. The Annals of Applied Statistics

    AOAS · 1 publications · 962 citations

    1

    h-index

  4. Pattern Recognition Letters

    1 publications · 36 citations

    1

    h-index

  5. Biological Cybernetics

    1 publications · 11 citations

    1

    h-index

1–5