Concepedia

Multiple Imputation Diagnostics

Multiple Imputation Diagnostics is a methodological framework used to assess the validity, convergence, and reliability of imputed datasets by evaluating the consistency and plausibility of multiple imputations relative to the observed data and underlying missingness assumptions.

38

Publications

3.4K

Citations

373

Authors

132

Institutions

Publications per year

2017–2026

2

Parents

Publications

38

Multiple Imputation with Diagnostics (<b>mi</b>) in<i>R</i>: Opening Windows into the Black Box

Yu‐Sung Su, Andrew Gelman, Jennifer Hill et al. · Journal of Statistical Software · 2011 · 649 citations · Full text

, , +16

Academic attainment and special educational needs in extremely preterm children at 11 years of age: the EPICure study

Samantha Johnson, Enid Hennessy, Rhodine Smith et al. · Archives of Disease in Childhood Fetal & Neonatal · 2009 · 355 citations

, , +15

Multiple Imputation With Large Data Sets: A Case Study of the Children's Mental Health Initiative

Elizabeth A. Stuart, Melissa Azur, Constantine Frangakis et al. · American Journal of Epidemiology · 2009 · 273 citations · Full text

, , +16

Diagnostics for Multivariate Imputations

Kobi Abayomi, Andrew Gelman, Marc A. Levy · Journal of the Royal Statistical Society Series C (Applied Statistics) · 2008 · 207 citations · Full text

, , +17

Inference from Coarse Data via Multiple Imputation with Application to Age Heaping

Daniel F. Heitjan, Donald B. Rubin · Journal of the American Statistical Association · 1990 · 188 citations

, , +17

1–5 of 38

Authors

373

  1. AG
    Andrew Gelman

    Columbia University, United States

    5 publications · 508 citations

    5

    h-index

  2. TE
    Trivellore E. Raghunathan

    University of Michigan, United States

    4 publications · 213 citations

    4

    h-index

  3. YS
    Yu‐Sung Su

    Tsinghua University, China

    2 publications · 769 citations

    2

    h-index

  4. KA
    Kobi Abayomi

    Columbia University, United States

    2 publications · 228 citations

    2

    h-index

  5. GK
    Gary King

    Harvard University Press, United States

    2 publications · 160 citations

    2

    h-index

1–5 of 373

Institutions

132

  1. Columbia University

    New York, United States

    7 h-index

    11 publications

    1.6K citations

  2. Harvard University

    Cambridge, United States

    5 h-index

    5 publications

    394 citations

  3. Harvard University Press

    Cambridge, United States

    3 h-index

    3 publications

    236 citations

  4. University of Michigan

    Ann Arbor, United States

    3 h-index

    4 publications

    126 citations

  5. University of California, Los Angeles

    Los Angeles, United States

    2 h-index

    2 publications

    691 citations

  6. University College London

    London, United Kingdom

    2 h-index

    6 publications

    865 citations

  7. Pennsylvania State University

    State College, United States

    2 h-index

    2 publications

    210 citations

  8. Université Grenoble Alpes

    Saint-Martin-d'Hères, France

    2 h-index

    5 publications

    285 citations

1–8 of 132

Venues

  1. 4

    h-index

  2. Statistics in Medicine

    2 publications · 92 citations

    2

    h-index

  3. American Journal of Epidemiology

    AJE · 2 publications · 345 citations

    2

    h-index

  4. SSRN Electronic Journal

    Repository · 2 publications · 47 citations

    2

    h-index

  5. 1

    h-index

1–5