Concepedia

Bayesian State-space Inference

Bayesian State-Space Inference is a statistical framework for estimating the posterior distribution of latent states in a state-space model by combining prior knowledge with observed data through Bayes' theorem, distinguishing itself from classical inference methods by explicitly incorporating parameter and state uncertainty in a probabilistic manner.

198

Publications

14.1K

Citations

639

Authors

342

Institutions

Publications per year

2017–2026

68

Parents

Publications

198

On Gibbs sampling for state space models

Chris Carter, Robert Kohn · Biometrika · 1994 · 2K citations

, , +14

Robust Visual Tracking and Vehicle Classification via Sparse Representation

Xue Mei, Haibin Ling · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2011 · 852 citations

, , +16

Robust visual tracking using ℓ<inf>1</inf> minimization

Xue Mei, Haibin Ling · 2009 · 783 citations

, , +16

Robust bayesian estimation for the linear model and robustifying the Kalman filter

C. Johan Masreliez, R. Douglas Martin · IEEE Transactions on Automatic Control · 1977 · 406 citations

, , +16

POPULATION TIME SERIES: PROCESS VARIABILITY, OBSERVATION ERRORS, MISSING VALUES, LAGS, AND HIDDEN STATES

James S. Clark, Ottar N. Bjørnstad · Ecology · 2004 · 348 citations

, , +16

1–5 of 198

Authors

639

  1. OG
    Olivier Giménez

    Centre d'Écologie Fonctionnelle et Évolutive, France

    4 publications · 151 citations

    4

    h-index

  2. TB
    Thomas B. Schön

    Linköping University, Sweden

    4 publications · 127 citations

    4

    h-index

  3. BH
    Biao Huang

    University of Alberta, Canada

    4 publications · 196 citations

    4

    h-index

  4. XM
    Xue Mei

    Temple University, United States

    3 publications · 1.9K citations

    3

    h-index

  5. SZ
    Shunyi Zhao

    Jiangnan University, China

    3 publications · 177 citations

    3

    h-index

1–5 of 639

Institutions

342

  1. University of Washington

    Seattle, United States

    7 h-index

    11 publications

    1.1K citations

  2. University of St Andrews

    St Andrews, United Kingdom

    7 h-index

    24 publications

    1.1K citations

  3. University of Oxford

    Oxford, United Kingdom

    7 h-index

    12 publications

    541 citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    7 h-index

    18 publications

    399 citations

  5. NOAA National Marine Fisheries Service

    Silver Spring, United States

    6 h-index

    8 publications

    329 citations

  6. Duke University

    Durham, United States

    6 h-index

    10 publications

    672 citations

  7. University College London

    London, United Kingdom

    6 h-index

    10 publications

    495 citations

  8. Monash University

    Melbourne, Australia

    5 h-index

    11 publications

    312 citations

1–8 of 342

Venues

  1. 10

    h-index

  2. arXiv (Cornell University)

    Repository · 11 publications · 285 citations

    10

    h-index

  3. PLoS ONE

    6 publications · 236 citations

    6

    h-index

  4. Ecology

    5 publications · 479 citations

    5

    h-index

  5. Ecological Applications

    5 publications · 175 citations

    5

    h-index

1–5