Concepedia

Imputation Uncertainty

Imputation Uncertainty is the quantification of uncertainty arising from the estimation or substitution of missing data values in scientific datasets, distinguishing it from other forms of uncertainty by specifically characterizing the reliability of imputed values in the context of downstream visualization and analysis.

134

Publications

8K

Citations

521

Authors

278

Institutions

Publications per year

2017–2026

64

Parents

Publications

134

Combining estimates of interest in prognostic modelling studies after multiple imputation: current practice and guidelines

Andrea Marshall, Douglas G. Altman, Roger Holder et al. · BMC Medical Research Methodology · 2009 · 885 citations · Full text

, , +16

Multiple imputation with multivariate imputation by chained equation (MICE) package.

Zhongheng Zhang · PubMed · 2016 · 769 citations · Full text

, , +15

Multiple Imputation for Missing Data: Concepts and New Development

Yang Yuan · 2000 · 474 citations

, , +15

ProbABEL package for genome-wide association analysis of imputed data

Yurii S. Aulchenko, Maksim Struchalin, Cornelia M. van Duijn · BMC Bioinformatics · 2010 · 405 citations · Full text

, , +17

Handling missing data in clinical research

Martijn W. Heymans, Jos W. R. Twisk · Journal of Clinical Epidemiology · 2022 · 332 citations · Full text

, , +15

1–5 of 134

Authors

521

  1. SL
    Saskia le Cessie

    Leiden University Medical Center, Netherlands

    2 publications · 180 citations

    2

    h-index

  2. SZ
    Shihua Zhang

    Academy of Mathematics and Systems Science, China

    2 publications · 167 citations

    2

    h-index

  3. RJ
    Roderick J. A. Little

    University of Michigan, United States

    2 publications · 36 citations

    2

    h-index

  4. IR
    Ingo Ruczinski

    Johns Hopkins University, United States

    2 publications · 65 citations

    2

    h-index

  5. HT
    Herbert Thijs

    Hasselt University, Belgium

    2 publications · 64 citations

    2

    h-index

1–5 of 521

Institutions

278

  1. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    14 publications

    883 citations

  2. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    4 h-index

    15 publications

    640 citations

  3. University of Guelph

    Guelph, Canada

    3 h-index

    6 publications

    483 citations

  4. University of Alberta

    Edmonton, Canada

    3 h-index

    5 publications

    225 citations

  5. University of California, Los Angeles

    Los Angeles, United States

    3 h-index

    7 publications

    237 citations

  6. University of Michigan

    Ann Arbor, United States

    3 h-index

    9 publications

    210 citations

  7. University of Wisconsin–Madison

    Madison, United States

    3 h-index

    5 publications

    117 citations

  8. Utrecht University

    Utrecht, The Netherlands

    3 h-index

    3 publications

    352 citations

1–8 of 278

Venues

  1. BMC Bioinformatics

    4 publications · 527 citations

    4

    h-index

  2. Statistics in Medicine

    4 publications · 227 citations

    4

    h-index

  3. PLoS ONE

    3 publications · 138 citations

    3

    h-index

  4. Genetic Epidemiology

    3 publications · 75 citations

    3

    h-index

  5. G3 Genes Genomes Genetics

    2 publications · 61 citations

    2

    h-index

1–5