Concepedia

Imputation Of Missing Values

Imputation of Missing Values is a computational method that belongs to the class of data preprocessing techniques and is distinguished by its specific purpose of estimating unobserved or undetected metabolite abundances in single-cell metabolomics datasets using statistical, probabilistic, or machine learning models informed by biological and technical patterns of data sparsity.

1.9K

Publications

215K

Citations

5.5K

Authors

2K

Institutions

Publications per year

2017–2026

838

Parents

Publications

1.9K

<b>mice</b>: Multivariate Imputation by Chained Equations in<i>R</i>

Stef van Buuren, Karin Groothuis‐Oudshoorn · Journal of Statistical Software · 2011 · 13.6K citations · Full text

, , +13

Missing data: Our view of the state of the art.

Joseph L. Schafer, J. A. Graham · Psychological Methods · 2002 · 10.9K citations

, , +17

Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls

Jonathan A C Sterne, Ian R. White, John B. Carlin et al. · BMJ · 2009 · 7.2K citations · Full text

, , +16

MICE: Multivariate Imputation by Chained Equations in R

Stef van Buuren, Karin Groothuis‐Oudshoorn · 2010 · 6.2K citations · Full text

, , +8

MissForest—non-parametric missing value imputation for mixed-type data

Daniel J. Stekhoven, Peter Bühlmann · Bioinformatics · 2011 · 6.1K citations · Full text

, , +16

1–5 of 1.9K

Authors

5.5K

  1. IR
    Ian R. White

    MRC Biostatistics Unit, United Kingdom

    30 publications · 13K citations

    26

    h-index

  2. JR
    James R. Carpenter

    London School of Hygiene & Tropical Medicine, United Kingdom

    25 publications · 11K citations

    23

    h-index

  3. DB
    Donald B. Rubin

    Harvard University, United States

    20 publications · 8.8K citations

    18

    h-index

  4. SV
    Stef van Buuren

    Netherlands Organisation for Applied Scientific Research, Netherlands

    22 publications · 25.3K citations

    18

    h-index

  5. PR
    Patrick Royston

    MRC Clinical Trials Unit at UCL, United Kingdom

    19 publications · 15.6K citations

    18

    h-index

1–5 of 5.5K

Institutions

2K

  1. MRC Clinical Trials Unit at UCL

    London, United Kingdom

    27 h-index

    38 publications

    16.8K citations

  2. London School of Hygiene & Tropical Medicine

    London, United Kingdom

    26 h-index

    55 publications

    20.8K citations

  3. University College London

    London, United Kingdom

    25 h-index

    62 publications

    12.7K citations

  4. Harvard University

    Cambridge, United States

    25 h-index

    67 publications

    11.2K citations

  5. University of Michigan

    Ann Arbor, United States

    24 h-index

    81 publications

    7.4K citations

  6. MRC Biostatistics Unit

    Cambridge, United Kingdom

    23 h-index

    43 publications

    14K citations

  7. University of California, Los Angeles

    Los Angeles, United States

    23 h-index

    56 publications

    4.8K citations

  8. Pennsylvania State University

    State College, United States

    19 h-index

    30 publications

    24.8K citations

1–8 of 2K

Venues

  1. Statistics in Medicine

    81 publications · 8.3K citations

    40

    h-index

  2. Journal of the American Statistical Association

    39 publications · 10.4K citations

    28

    h-index

  3. Bioinformatics

    29 publications · 14.2K citations

    26

    h-index

  4. BMC Bioinformatics

    31 publications · 2.4K citations

    25

    h-index

  5. BMC Medical Research Methodology

    32 publications · 6K citations

    23

    h-index

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