Concepedia

Bayesian Predictive Inference

Bayesian Predictive Inference is a statistical inference method that, within the Bayesian framework, generates predictions for future or unobserved data by integrating over the posterior distribution of model parameters, thereby accounting for parameter uncertainty in the predictive distribution.

553

Publications

33.7K

Citations

1.5K

Authors

742

Institutions

Publications per year

2017–2026

186

Parents

Publications

553

Understanding predictive information criteria for Bayesian models

Andrew Gelman, Jessica Hwang, Aki Vehtari · Statistics and Computing · 2013 · 2.2K citations

, , +13

Improving predictive inference under covariate shift by weighting the log-likelihood function

Hidetoshi Shimodaira · Journal of Statistical Planning and Inference · 2000 · 1.7K citations

, , +12

Gaussian Processes for Regression

Christopher K. I. Williams, Carl Edward Rasmussen · Aston Publications Explorer (Aston University) · 1995 · 1.1K citations · Full text

, , +14

R-squared for Bayesian Regression Models

Andrew Gelman, Ben Goodrich, Jonah Gabry et al. · The American Statistician · 2018 · 936 citations · Full text

, , +11

Model uncertainty in cross‐country growth regressions

Carmen Fernández, Eduardo Ley, Mark F. J. Steel · Journal of Applied Econometrics · 2001 · 895 citations · Full text

, , +16

1–5 of 553

Authors

1.5K

  1. IR
    I. R. Dunsmore

    University of Sheffield, United Kingdom

    6 publications · 211 citations

    6

    h-index

  2. PM
    Petar M. Djurić

    Stony Brook University, United States

    6 publications · 190 citations

    6

    h-index

  3. GK
    Gary Koop

    University of Strathclyde, United Kingdom

    5 publications · 205 citations

    5

    h-index

  4. QH
    Qiang Huo

    Microsoft Research Asia (China), China

    5 publications · 139 citations

    5

    h-index

  5. JG
    Joseph G. Ibrahim

    University of North Carolina at Chapel Hill, United States

    5 publications · 254 citations

    5

    h-index

1–5 of 1.5K

Institutions

742

  1. University College London

    London, United Kingdom

    14 h-index

    27 publications

    3.6K citations

  2. The University of Tokyo

    Tokyo, Japan

    11 h-index

    23 publications

    466 citations

  3. University of Chicago

    Chicago, United States

    11 h-index

    17 publications

    2.2K citations

  4. Sapienza University of Rome

    Rome, Italy

    9 h-index

    14 publications

    238 citations

  5. Imperial College London

    London, United Kingdom

    9 h-index

    23 publications

    835 citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    8 h-index

    18 publications

    822 citations

  7. University of Cambridge

    Cambridge, United Kingdom

    7 h-index

    11 publications

    329 citations

  8. The University of Texas MD Anderson Cancer Center

    Houston, United States

    7 h-index

    30 publications

    1.1K citations

1–8 of 742

Venues

  1. Journal of the American Statistical Association

    20 publications · 1.6K citations

    17

    h-index

  2. Biometrika

    16 publications · 454 citations

    13

    h-index

  3. arXiv (Cornell University)

    Repository · 15 publications · 965 citations

    12

    h-index

  4. Statistics in Medicine

    10 publications · 296 citations

    10

    h-index

  5. Communication in Statistics- Theory and Methods

    11 publications · 300 citations

    10

    h-index

1–5