Concepedia

Missing Data Analysis

Missing Data Analysis is a methodological framework within statistical data analysis that specifically addresses the identification, characterization, and imputation of absent or unobserved data values in a dataset, distinguishing itself by its focus on maintaining data integrity and minimizing bias in inference across diverse data structures such as cross-sectional, longitudinal, time series, and experimental designs.

3K

Publications

406.4K

Citations

6.9K

Authors

2.3K

Institutions

Publications per year

2017–2026

904

Parents

Publications

3K

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

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

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

, , +17

Inference and missing data

Donald B. Rubin · Biometrika · 1976 · 9.7K 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

1–5 of 3K

Authors

6.9K

  1. RJ
    Roderick J. A. Little

    University of Michigan, United States

    48 publications · 42.1K citations

    35

    h-index

  2. JR
    James R. Carpenter

    London School of Hygiene & Tropical Medicine, United Kingdom

    42 publications · 14.4K citations

    32

    h-index

  3. IR
    Ian R. White

    MRC Biostatistics Unit, United Kingdom

    38 publications · 24.8K citations

    30

    h-index

  4. DB
    Donald B. Rubin

    Harvard University, United States

    36 publications · 94.1K citations

    29

    h-index

  5. GM
    Geert Molenberghs

    Hasselt University, Belgium

    48 publications · 5K citations

    29

    h-index

1–5 of 6.9K

Institutions

2.3K

  1. London School of Hygiene & Tropical Medicine

    London, United Kingdom

    43 h-index

    120 publications

    28.3K citations

  2. Harvard University

    Cambridge, United States

    39 h-index

    148 publications

    164.7K citations

  3. University College London

    London, United Kingdom

    37 h-index

    102 publications

    25.3K citations

  4. University of California, Los Angeles

    Los Angeles, United States

    36 h-index

    110 publications

    22.3K citations

  5. MRC Clinical Trials Unit at UCL

    London, United Kingdom

    34 h-index

    57 publications

    26K citations

  6. University of Michigan

    Ann Arbor, United States

    33 h-index

    111 publications

    13.3K citations

  7. MRC Biostatistics Unit

    Cambridge, United Kingdom

    31 h-index

    55 publications

    25.4K citations

  8. Murdoch Children's Research Institute

    Melbourne, Australia

    27 h-index

    78 publications

    16.1K citations

1–8 of 2.3K

Venues

  1. Journal of the American Statistical Association

    137 publications · 45.1K citations

    62

    h-index

  2. Statistics in Medicine

    146 publications · 21.5K citations

    53

    h-index

  3. Biometrics

    79 publications · 5K citations

    40

    h-index

  4. BMC Medical Research Methodology

    51 publications · 7.9K citations

    34

    h-index

  5. Journal of Clinical Epidemiology

    32 publications · 7.9K citations

    29

    h-index

1–5