Concepedia

Fraction Of Missing Information

Fraction of Missing Information is a statistical metric that quantifies the proportion of total variance in a parameter estimate attributable to missing data, distinguishing it from other measures of missingness by specifically reflecting the efficiency loss due to incomplete observations in the context of multiple imputation or likelihood-based inference.

35

Publications

4.6K

Citations

83

Authors

48

Institutions

Publications per year

2017–2026

6

Variants

Fmi

Parents

Publications

35

The proportion of missing data should not be used to guide decisions on multiple imputation

Paul Madley‐Dowd, Rachael A. Hughes, Kate Tilling et al. · Journal of Clinical Epidemiology · 2019 · 1K citations · Full text

, , +14

Miscellanea. Small-sample degrees of freedom with multiple imputation

John Barnard · Biometrika · 1999 · 809 citations

, , +17

What Improves with Increased Missing Data Imputations?

Todd Bodner · Structural Equation Modeling A Multidisciplinary Journal · 2008 · 597 citations

, , +16

The Calculation of Posterior Distributions by Data Augmentation: Comment: A Noniterative Sampling/Importance Resampling Alternative to the Data Augmentation Algorithm for Creating a Few Imputations When Fractions of Missing Information Are Modest: The SIR Algorithm

Donald B. Rubin · Journal of the American Statistical Association · 1987 · 428 citations

, , +17

Multiple Imputation for Statistical Disclosure Limitation

Trivellore Raghunathan, Jerome P. Reiter, Donald B. Rubin · Journal of Official Statistics · 2003 · 382 citations

, , +11

1–5 of 35

Authors

83

  1. JN
    J. N. K. Rao

    Carleton University, Canada

    4 publications · 312 citations

    4

    h-index

  2. DB
    Donald B. Rubin

    Harvard University, United States

    3 publications · 1.1K citations

    3

    h-index

  3. TB
    Todd Bodner

    Portland State University, United States

    2 publications · 634 citations

    2

    h-index

  4. JP
    Jerome P. Reiter

    Duke University, United States

    2 publications · 397 citations

    2

    h-index

  5. MV
    M.A. van den Bosch

    University Medical Center Utrecht, Netherlands

    1 publications · 39 citations

    1

    h-index

1–5 of 83

Institutions

48

  1. Carleton University

    Ottawa, Canada

    4 h-index

    6 publications

    589 citations

  2. Ludwig-Maximilians-Universität München

    Munich, Germany

    2 h-index

    2 publications

    94 citations

  3. Portland State University

    Portland, United States

    2 h-index

    2 publications

    634 citations

  4. Technical University of Munich

    Munich, Germany

    2 h-index

    4 publications

    188 citations

  5. Harvard University

    Cambridge, United States

    1 h-index

    1 publications

    251 citations

  6. Guangxi Normal University

    Guilin, China

    1 h-index

    1 publications

    15 citations

  7. Écologie Fonctionnelle et Écotoxicologie des Agroécosystèmes

    Palaiseau, France

    1 h-index

    6 publications

    60 citations

  8. University of California, Irvine

    Irvine, United States

    1 h-index

    2 publications

    168 citations

1–8 of 48

Venues

  1. Biometrika

    4 publications · 1.1K citations

    4

    h-index

  2. Structural Equation Modeling A Multidisciplinary Journal

    SEM · 3 publications · 731 citations

    3

    h-index

  3. 2

    h-index

  4. Psychometrika

    2 publications · 53 citations

    2

    h-index

  5. 2

    h-index

1–5