Concepedia

Robust Bayesian Modeling

Robust Bayesian Modeling is a Bayesian modeling framework that explicitly accounts for potential deviations from assumed model specifications, such as outliers, model misspecifications, or influential observations, by incorporating flexible priors, heavy-tailed distributions, or sensitivity analyses to ensure inferential reliability across a range of plausible data-generating mechanisms.

265

Publications

16.6K

Citations

597

Authors

344

Institutions

Publications per year

2017–2026

71

Parents

Publications

265

MultiNest: an efficient and robust Bayesian inference tool for cosmology and particle physics

Monthly Notices of the Royal Astronomical Society · 2009 · 2.9K citations · Full text

, , +17

MultiNest: an efficient and robust Bayesian inference tool for cosmology and particle physics

F. Feroz, M. P. Hobson, M. Bridges · 2013 · 1.4K citations

, , +17

An overview of robust Bayesian analysis

James O. Berger, Elı́as Moreno, Luis R. Pericchi et al. · Test · 1994 · 610 citations

, , +12

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

Robust Bayesian analysis: sensitivity to the prior

James O. Berger · Journal of Statistical Planning and Inference · 1990 · 371 citations

, , +11

1–5 of 265

Authors

597

  1. JO
    James O. Berger

    Purdue University West Lafayette, United States

    11 publications · 1.6K citations

    10

    h-index

  2. FR
    Fabrizio Ruggeri

    Istituto di Matematica Applicata e Tecnologie Informatiche, Italy

    8 publications · 838 citations

    8

    h-index

  3. LW
    Larry Wasserman

    Carnegie Mellon University, United States

    6 publications · 524 citations

    6

    h-index

  4. EM
    Elı́as Moreno

    Universidad de Granada, Spain

    5 publications · 746 citations

    5

    h-index

  5. JB
    Joseph B. Kadane

    Carnegie Mellon University, United States

    5 publications · 962 citations

    5

    h-index

1–5 of 597

Institutions

344

  1. Purdue University West Lafayette

    West Lafayette, United States

    10 h-index

    12 publications

    1.8K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    8 h-index

    19 publications

    948 citations

  3. Universidad de Granada

    Granada, Spain

    7 h-index

    9 publications

    1.1K citations

  4. Istituto di Matematica Applicata e Tecnologie Informatiche

    Pavia, Italy

    6 h-index

    7 publications

    164 citations

  5. Duke University

    Durham, United States

    6 h-index

    11 publications

    565 citations

  6. University of Florida

    Gainesville, United States

    5 h-index

    6 publications

    238 citations

  7. SGH Warsaw School of Economics

    Warsaw, Poland

    5 h-index

    5 publications

    186 citations

  8. University of Washington

    Seattle, United States

    5 h-index

    13 publications

    1.9K citations

1–8 of 344

Venues

  1. Journal of Statistical Planning and Inference

    18 publications · 841 citations

    15

    h-index

  2. Journal of the American Statistical Association

    13 publications · 700 citations

    11

    h-index

  3. The Annals of Statistics

    11 publications · 1.1K citations

    11

    h-index

  4. arXiv (Cornell University)

    Repository · 13 publications · 674 citations

    11

    h-index

  5. Bayesian Analysis

    8 publications · 254 citations

    8

    h-index

1–5