Concepedia

Longitudinal Missing Data

Longitudinal Missing Data is a type of missing data pattern that occurs in longitudinal studies where repeated measurements over time are partially unobserved, distinguished by its temporal structure and potential dependence of missingness on past or future observed and unobserved variables.

614

Publications

38.2K

Citations

1.5K

Authors

733

Institutions

Publications per year

2017–2026

125

Parents

Publications

614

LINEAR AND NONLINEAR MIXED-EFFECTS MODELS

Douglas M. Bates, José C. Pinheiro · Conference on Applied Statistics in Agriculture · 1998 · 1.1K citations · Full text

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Application of random-effects pattern-mixture models for missing data in longitudinal studies.

Donald Hedeker, Robert D. Gibbons · Psychological Methods · 1997 · 900 citations

, , +13

Some Conceptual and Statistical Issues in Analysis of Longitudinal Psychiatric Data

Robert D. Gibbons · Archives of General Psychiatry · 1993 · 729 citations

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Missing data in longitudinal studies

Nan M. Laird · Statistics in Medicine · 1988 · 718 citations

, , +16

Longitudinal Modeling with Randomly and Systematically Missing Data: A Simulation of Ad Hoc, Maximum Likelihood, and Multiple Imputation Techniques

Daniel A. Newman · Organizational Research Methods · 2003 · 610 citations

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1–5 of 614

Authors

1.5K

  1. GM
    Geert Molenberghs

    Hasselt University, Belgium

    37 publications · 2.9K citations

    24

    h-index

  2. MG
    Michael G. Kenward

    London School of Hygiene & Tropical Medicine, United Kingdom

    13 publications · 1.2K citations

    13

    h-index

  3. GV
    Geert Verbeke

    KU Leuven, Belgium

    14 publications · 521 citations

    13

    h-index

  4. GM
    Garrett M. Fitzmaurice

    Harvard University, United States

    12 publications · 637 citations

    12

    h-index

  5. CM
    Craig Mallinckrodt

    Eli Lilly (United States), United States

    10 publications · 869 citations

    10

    h-index

1–5 of 1.5K

Institutions

733

  1. Harvard University

    Cambridge, United States

    21 h-index

    45 publications

    3.1K citations

  2. University of Michigan

    Ann Arbor, United States

    17 h-index

    39 publications

    1.5K citations

  3. London School of Hygiene & Tropical Medicine

    London, United Kingdom

    15 h-index

    28 publications

    1.8K citations

  4. Hasselt University

    Hasselt, Belgium

    14 h-index

    38 publications

    2K citations

  5. KU Leuven

    Leuven, Belgium

    14 h-index

    26 publications

    938 citations

  6. Pennsylvania State University

    State College, United States

    13 h-index

    24 publications

    2.6K citations

  7. Inserm

    Paris, France

    13 h-index

    29 publications

    1.5K citations

  8. University of Washington

    Seattle, United States

    12 h-index

    29 publications

    1.5K citations

1–8 of 733

Venues

  1. Statistics in Medicine

    82 publications · 4.7K citations

    36

    h-index

  2. Biometrics

    45 publications · 2.9K citations

    30

    h-index

  3. Journal of the American Statistical Association

    19 publications · 1.2K citations

    17

    h-index

  4. Biostatistics

    16 publications · 1.4K citations

    15

    h-index

  5. BMC Medical Research Methodology

    14 publications · 808 citations

    13

    h-index

1–5