Concepedia

Multiple Imputation

Multiple Imputation is a statistical technique for handling missing data that belongs to the class of imputation methods, distinguished by generating multiple plausible values for each missing entry to reflect uncertainty, thereby producing several complete datasets that are analyzed separately and combined to yield valid inferences.

2.9K

Publications

313.8K

Citations

11.4K

Authors

3.3K

Institutions

Publications per year

2017–2026

1.2K

Parents

Publications

2.9K

<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

Multiple imputation using chained equations: Issues and guidance for practice

Ian R. White, Patrick Royston, Angela Wood · Statistics in Medicine · 2010 · 9.6K citations

, , +15

Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls

Jonathan A C Sterne, Ian R. White, John B. Carlin et al. · BMJ · 2009 · 7.2K citations · Full text

, , +16

MICE: Multivariate Imputation by Chained Equations in R

Stef van Buuren, Karin Groothuis‐Oudshoorn · 2010 · 6.2K citations · Full text

, , +8

1–5 of 2.9K

Authors

11.4K

  1. IR
    Ian R. White

    MRC Biostatistics Unit, United Kingdom

    41 publications · 25.5K citations

    35

    h-index

  2. DB
    Donald B. Rubin

    Harvard University, United States

    40 publications · 18.4K citations

    34

    h-index

  3. JR
    James R. Carpenter

    London School of Hygiene & Tropical Medicine, United Kingdom

    44 publications · 12.7K citations

    32

    h-index

  4. PR
    Patrick Royston

    MRC Clinical Trials Unit at UCL, United Kingdom

    26 publications · 27.6K citations

    24

    h-index

  5. JP
    Jerome P. Reiter

    Duke University, United States

    35 publications · 2.6K citations

    23

    h-index

1–5 of 11.4K

Institutions

3.3K

  1. University College London

    London, United Kingdom

    52 h-index

    337 publications

    40.9K citations

  2. London School of Hygiene & Tropical Medicine

    London, United Kingdom

    52 h-index

    196 publications

    31.3K citations

  3. Harvard University

    Cambridge, United States

    45 h-index

    192 publications

    44K citations

  4. MRC Clinical Trials Unit at UCL

    London, United Kingdom

    43 h-index

    81 publications

    31.3K citations

  5. University of Michigan

    Ann Arbor, United States

    35 h-index

    160 publications

    13.5K citations

  6. University of Bristol

    Bristol, United Kingdom

    35 h-index

    183 publications

    42K citations

  7. MRC Biostatistics Unit

    Cambridge, United Kingdom

    35 h-index

    70 publications

    26.9K citations

  8. University of California, Los Angeles

    Los Angeles, United States

    34 h-index

    107 publications

    9.7K citations

1–8 of 3.3K

Venues

  1. Statistics in Medicine

    158 publications · 23.2K citations

    56

    h-index

  2. BMC Medical Research Methodology

    62 publications · 8.9K citations

    39

    h-index

  3. Journal of the American Statistical Association

    58 publications · 12.9K citations

    37

    h-index

  4. PLoS ONE

    76 publications · 4K citations

    31

    h-index

  5. Statistical Methods in Medical Research

    52 publications · 8.2K citations

    27

    h-index

1–5