Concepedia

Bayesian Missing Data Analysis

Bayesian Missing Data Analysis is a statistical methodology that belongs to the class of Bayesian inference techniques and is distinguished by its formal integration of missing data mechanisms into the probabilistic model through the specification of prior distributions and joint modeling of observed and missing values.

220

Publications

28K

Citations

544

Authors

279

Institutions

Publications per year

2017–2026

45

Parents

Publications

220

Inference and missing data

Donald B. Rubin · Biometrika · 1976 · 9.7K citations

, , +17

<b>Amelia</b>II: A Program for Missing Data

James Honaker, Gary King, Matthew Blackwell · Journal of Statistical Software · 2011 · 2.5K citations · Full text

, , +16

Book review: “Bayesian Data Analysis,” Second Edition by A. Gelman, J.B. Carlin, H.S. Stern, and D.B. Rubin Chapman &amp; Hall/CRC, 2004

Jerry Nedelman · Computational Statistics · 2005 · 1.1K citations

, , +17

Sequential Imputations and Bayesian Missing Data Problems

Augustine Kong, Jun S. Liu, Wing Hung Wong · Journal of the American Statistical Association · 1994 · 1K citations

, , +16

Illustration of Bayesian Inference in Normal Data Models Using Gibbs Sampling

Alan E. Gelfand, Susan E. Hills, Amy Racine-Poon et al. · Journal of the American Statistical Association · 1990 · 975 citations

, , +16

1–5 of 220

Authors

544

  1. JG
    Joseph G. Ibrahim

    University of North Carolina at Chapel Hill, United States

    8 publications · 240 citations

    8

    h-index

  2. JP
    Jerome P. Reiter

    Duke University, United States

    6 publications · 258 citations

    6

    h-index

  3. SL
    Sik‐Yum Lee

    Chinese University of Hong Kong, Hong Kong SAR China

    5 publications · 183 citations

    5

    h-index

  4. TE
    Trivellore E. Raghunathan

    University of Michigan, United States

    5 publications · 116 citations

    5

    h-index

  5. XS
    Xinyuan Song

    Chinese University of Hong Kong, Hong Kong SAR China

    5 publications · 163 citations

    5

    h-index

1–5 of 544

Institutions

279

  1. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    10 h-index

    17 publications

    636 citations

  2. University of Michigan

    Ann Arbor, United States

    9 h-index

    22 publications

    749 citations

  3. Duke University

    Durham, United States

    7 h-index

    17 publications

    787 citations

  4. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    6 h-index

    13 publications

    210 citations

  5. University of Cambridge

    Cambridge, United Kingdom

    6 h-index

    8 publications

    542 citations

  6. University of Connecticut

    Storrs, United States

    6 h-index

    6 publications

    1.3K citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    5 h-index

    5 publications

    148 citations

  8. Harvard University

    Cambridge, United States

    5 h-index

    7 publications

    1.4K citations

1–8 of 279

Venues

  1. Journal of the American Statistical Association

    17 publications · 2.8K citations

    13

    h-index

  2. Statistics in Medicine

    16 publications · 537 citations

    12

    h-index

  3. Biometrics

    7 publications · 431 citations

    7

    h-index

  4. Biometrika

    7 publications · 11.6K citations

    7

    h-index

  5. 5

    h-index

1–5