Concepedia

Laplace Approximation

Laplace Approximation is a method in Bayesian statistics that approximates a posterior distribution by fitting a Gaussian distribution centered at the mode of the posterior, with precision determined by the curvature of the log-posterior density.

533

Publications

44.7K

Citations

1.2K

Authors

660

Institutions

Publications per year

2017–2026

182

Parents

Publications

533

Fast Stable Restricted Maximum Likelihood and Marginal Likelihood Estimation of Semiparametric Generalized Linear Models

Simon N. Wood · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2010 · 7.6K citations · Full text

, , +15

Approximate Bayesian Inference for Latent Gaussian models by using Integrated Nested Laplace Approximations

Håvard Rue, Sara Martino, ChopinNicolas · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2009 · 5.4K citations

, , +16

AD Model Builder: using automatic differentiation for statistical inference of highly parameterized complex nonlinear models

David Fournier, Hans J. Skaug, Johnoel Ancheta et al. · Optimization methods & software · 2011 · 1.8K citations · Full text

, , +16

Bayesian Spatial Modelling with<i>R</i>-<b>INLA</b>

Finn Lindgren, Håvard Rue · Journal of Statistical Software · 2015 · 1.1K citations · Full text

, , +16

Variational free energy and the Laplace approximation

Karl Friston, Jérémie Mattout, Nelson J. Trujillo‐Barreto et al. · NeuroImage · 2006 · 952 citations

, , +14

1–5 of 533

Authors

1.2K

  1. HR
    Håvard Rue

    Norwegian University of Science and Technology, Norway

    16 publications · 7.5K citations

    14

    h-index

  2. FL
    Finn Lindgren

    Norwegian University of Science and Technology, Norway

    6 publications · 1.7K citations

    6

    h-index

  3. RE
    Robert E. Kass

    Carnegie Mellon University, United States

    5 publications · 616 citations

    5

    h-index

  4. VG
    Virgilio Gómez‐Rubio

    University of Castilla-La Mancha, Spain

    5 publications · 302 citations

    5

    h-index

  5. JB
    Joseph B. Kadane

    Carnegie Mellon University, United States

    5 publications · 548 citations

    5

    h-index

1–5 of 1.2K

Institutions

660

  1. Norwegian University of Science and Technology

    Trondheim, Norway

    17 h-index

    28 publications

    13.7K citations

  2. University of Oxford

    Oxford, United Kingdom

    12 h-index

    16 publications

    826 citations

  3. University College London

    London, United Kingdom

    11 h-index

    34 publications

    11.2K citations

  4. University of Cambridge

    Cambridge, United Kingdom

    11 h-index

    16 publications

    586 citations

  5. King Abdullah University of Science and Technology

    Jeddah, Saudi Arabia

    10 h-index

    18 publications

    796 citations

  6. Technical University of Denmark

    Kongens Lyngby, Denmark

    10 h-index

    24 publications

    1K citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    10 h-index

    17 publications

    1.5K citations

  8. KU Leuven

    Leuven, Belgium

    8 h-index

    13 publications

    844 citations

1–8 of 660

Venues

  1. arXiv (Cornell University)

    Repository · 24 publications · 1.2K citations

    16

    h-index

  2. Biometrika

    15 publications · 1.3K citations

    15

    h-index

  3. Journal of Computational and Graphical Statistics

    JCGS · 12 publications · 884 citations

    12

    h-index

  4. Journal of the American Statistical Association

    14 publications · 856 citations

    12

    h-index

  5. Statistics in Medicine

    10 publications · 455 citations

    10

    h-index

1–5