Concepedia

Missing Data Diagnostics

Missing Data Diagnostics is a systematic methodological framework used to assess the patterns, mechanisms, and implications of missing data within a dataset, distinguishing itself by providing formal criteria and analytical tools to determine the nature and extent of missingness in order to guide appropriate handling strategies.

53

Publications

4.7K

Citations

151

Authors

92

Institutions

Publications per year

2017–2026

9

Parents

Publications

53

pcaMethods—a bioconductor package providing PCA methods for incomplete data

Wolfram Stacklies, Henning Redestig, Matthias Scholz et al. · Bioinformatics · 2007 · 1.2K citations · Full text

, , +17

Multiple Imputation with Diagnostics (<b>mi</b>) in<i>R</i>: Opening Windows into the Black Box

Yu‐Sung Su, Andrew Gelman, Jennifer Hill et al. · Journal of Statistical Software · 2011 · 649 citations · Full text

, , +16

Including all individuals is not enough: Lessons for intention-to-treat analysis

Ian R. White, James R. Carpenter, Nicholas J. Horton · Clinical Trials · 2012 · 328 citations

, , +13

Multiple Imputation With Large Data Sets: A Case Study of the Children's Mental Health Initiative

Elizabeth A. Stuart, Melissa Azur, Constantine Frangakis et al. · American Journal of Epidemiology · 2009 · 273 citations · Full text

, , +16

<b>MissMech</b>: An<i>R</i>Package for Testing Homoscedasticity, Multivariate Normality, and Missing Completely at Random (MCAR)

Mortaza Jamshidian, Siavash Jalal, Camden Jansen · Journal of Statistical Software · 2014 · 246 citations · Full text

, , +14

1–5 of 53

Authors

151

  1. RR
    Roozbeh Razavi‐Far

    University of Windsor, Canada

    2 publications · 76 citations

    2

    h-index

  2. HZ
    Hongtu Zhu

    University of North Carolina at Chapel Hill, United States

    2 publications · 27 citations

    2

    h-index

  3. JS
    Jeffrey S. Simonoff

    New York University, United States

    2 publications · 42 citations

    2

    h-index

  4. TE
    Trivellore E. Raghunathan

    University of Michigan, United States

    2 publications · 76 citations

    2

    h-index

  5. MS
    Mehrdad Saif

    University of Windsor, Canada

    2 publications · 76 citations

    2

    h-index

1–5 of 151

Institutions

92

  1. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    3 h-index

    7 publications

    105 citations

  2. University of Windsor

    Windsor, Canada

    2 h-index

    6 publications

    284 citations

  3. Yale University

    New Haven, United States

    2 h-index

    7 publications

    404 citations

  4. Tsinghua University

    Beijing, China

    2 h-index

    2 publications

    661 citations

  5. University of Oxford

    Oxford, United Kingdom

    2 h-index

    5 publications

    239 citations

  6. KU Leuven

    Leuven, Belgium

    2 h-index

    5 publications

    495 citations

  7. New York University

    New York, United States

    2 h-index

    3 publications

    66 citations

  8. University of Connecticut

    Storrs, United States

    2 h-index

    2 publications

    20 citations

1–8 of 92

Venues

  1. Biometrics

    4 publications · 218 citations

    4

    h-index

  2. Educational and Psychological Measurement

    2 publications · 134 citations

    2

    h-index

  3. Journal of Clinical Epidemiology

    2 publications · 94 citations

    2

    h-index

  4. Journal of Management

    JOM · 2 publications · 57 citations

    2

    h-index

  5. Biometrika

    2 publications · 22 citations

    2

    h-index

1–5