Concepedia

Missing Data Methods

Missing Data Methods is a statistical methodology within epidemiologic research that addresses the systematic absence of data values by providing principled approaches to estimate, impute, or account for missing observations under explicit assumptions about their mechanism.

7.1K

Publications

733.1K

Citations

17.2K

Authors

4.4K

Institutions

Publications per year

2017–2026

2.3K

Parents

Children

Publications

7.1K

Maximum Likelihood from Incomplete Data Via the <i>EM</i> Algorithm

A. P. Dempster, N. M. Laird, Donald B. Rubin · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1977 · 49.7K citations

, , +16

Statistical Analysis With Missing Data

Maureen Lahiff, Roderick J. A. Little, Donald B. Rubin · Journal of the American Statistical Association · 1989 · 17.5K citations

, , +12

Trim and Fill: A Simple Funnel‐Plot–Based Method of Testing and Adjusting for Publication Bias in Meta‐Analysis

Sue Duval, Richard L. Tweedie · Biometrics · 2000 · 13.8K citations

, , +14

<b>mice</b>: Multivariate Imputation by Chained Equations in<i>R</i>

Stef van Buuren, Karin Groothuis‐Oudshoorn · Journal of Statistical Software · 2011 · 13.6K citations · Full text

, , +13

Missing data: Our view of the state of the art.

Joseph L. Schafer, J. A. Graham · Psychological Methods · 2002 · 10.9K citations

, , +17

1–5 of 7.1K

Authors

17.2K

  1. DB
    Donald B. Rubin

    Harvard University, United States

    64 publications · 92.1K citations

    47

    h-index

  2. RJ
    Roderick J. A. Little

    University of Michigan, United States

    74 publications · 46.7K citations

    45

    h-index

  3. IR
    Ian R. White

    MRC Biostatistics Unit, United Kingdom

    63 publications · 28.9K citations

    44

    h-index

  4. JR
    James R. Carpenter

    London School of Hygiene & Tropical Medicine, United Kingdom

    59 publications · 16.2K citations

    44

    h-index

  5. GM
    Geert Molenberghs

    Hasselt University, Belgium

    76 publications · 6.5K citations

    36

    h-index

1–5 of 17.2K

Institutions

4.4K

  1. Harvard University

    Cambridge, United States

    73 h-index

    429 publications

    194K citations

  2. London School of Hygiene & Tropical Medicine

    London, United Kingdom

    60 h-index

    244 publications

    38.6K citations

  3. University College London

    London, United Kingdom

    54 h-index

    218 publications

    34.2K citations

  4. University of California, Los Angeles

    Los Angeles, United States

    54 h-index

    196 publications

    31.8K citations

  5. University of Michigan

    Ann Arbor, United States

    51 h-index

    283 publications

    23.9K citations

  6. MRC Biostatistics Unit

    Cambridge, United Kingdom

    46 h-index

    109 publications

    33.3K citations

  7. Johns Hopkins University

    Baltimore, United States

    45 h-index

    231 publications

    44.3K citations

  8. MRC Clinical Trials Unit at UCL

    London, United Kingdom

    44 h-index

    87 publications

    31.6K citations

1–8 of 4.4K

Venues

  1. Journal of the American Statistical Association

    284 publications · 66.7K citations

    94

    h-index

  2. Statistics in Medicine

    354 publications · 35.2K citations

    75

    h-index

  3. Biometrics

    206 publications · 27.8K citations

    61

    h-index

  4. Biometrika

    128 publications · 10.2K citations

    52

    h-index

  5. BMC Medical Research Methodology

    87 publications · 10.7K citations

    41

    h-index

1–5