Concepedia

Missing Data Inference

Missing Data Inference is a statistical methodology within the broader class of inferential techniques that specifically addresses the problem of drawing valid conclusions from incomplete datasets by formally modeling the mechanisms underlying data absence and incorporating uncertainty due to missingness into the inferential process.

1.2K

Publications

129K

Citations

2.3K

Authors

978

Institutions

Publications per year

2017–2026

273

Parents

Publications

1.2K

Inference and missing data

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

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Analysis of Incomplete Multivariate Data

David E. Booth, Joseph L. Schafer · Technometrics · 2000 · 5.7K citations

, , +15

The EM Algorithm and Extensions

Debashis Kushary, Geoffrey J. McLachlan, Thriyambakam Krishnan · Technometrics · 1998 · 5.1K citations

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Maximum likelihood estimation from incomplete data via the EM algorithm

A. P. Dempster · Journal of the Royal Statistical Society Series A (Statistics in Society) · 1977 · 4.5K citations

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Rapid and Accurate Haplotype Phasing and Missing-Data Inference for Whole-Genome Association Studies By Use of Localized Haplotype Clustering

Sharon R. Browning, Brian L. Browning · The American Journal of Human Genetics · 2007 · 3.5K citations · Full text

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1–5 of 1.2K

Authors

2.3K

  1. DB
    Donald B. Rubin

    Harvard University, United States

    27 publications · 14.6K citations

    23

    h-index

  2. RJ
    Roderick J. A. Little

    University of Michigan, United States

    26 publications · 6.7K citations

    22

    h-index

  3. IR
    Ian R. White

    MRC Biostatistics Unit, United Kingdom

    25 publications · 5K citations

    22

    h-index

  4. JR
    James R. Carpenter

    London School of Hygiene & Tropical Medicine, United Kingdom

    24 publications · 4.1K citations

    21

    h-index

  5. MG
    Michael G. Kenward

    London School of Hygiene & Tropical Medicine, United Kingdom

    20 publications · 1.9K citations

    18

    h-index

1–5 of 2.3K

Institutions

978

  1. Harvard University

    Cambridge, United States

    29 h-index

    107 publications

    7.9K citations

  2. London School of Hygiene & Tropical Medicine

    London, United Kingdom

    27 h-index

    69 publications

    9.9K citations

  3. University of Michigan

    Ann Arbor, United States

    26 h-index

    71 publications

    9.6K citations

  4. University of Pennsylvania

    Philadelphia, United States

    21 h-index

    48 publications

    5.7K citations

  5. MRC Biostatistics Unit

    Cambridge, United Kingdom

    21 h-index

    42 publications

    6.6K citations

  6. University of California, Los Angeles

    Los Angeles, United States

    21 h-index

    41 publications

    3.6K citations

  7. University of Washington

    Seattle, United States

    18 h-index

    28 publications

    4K citations

  8. MRC Clinical Trials Unit at UCL

    London, United Kingdom

    16 h-index

    29 publications

    3.5K citations

1–8 of 978

Venues

  1. Journal of the American Statistical Association

    92 publications · 12.2K citations

    46

    h-index

  2. Statistics in Medicine

    89 publications · 5.2K citations

    37

    h-index

  3. Biometrics

    53 publications · 3.9K citations

    30

    h-index

  4. Biometrika

    35 publications · 13.8K citations

    23

    h-index

  5. arXiv (Cornell University)

    Repository · 28 publications · 1.3K citations

    18

    h-index

1–5