• Review: A gentle introduction to imputation of missing values

    Type Journal Article
    Author Donders
    Author Geert J. M. G. van der Heijden
    Author Theo Stijnen
    Author Karel G. M. Moons
    Volume 59
    Pages 1087-1091
    Publication J Clin Epi
    Date 2006
    Extra Citation Key: don06rev tex.citeulike-article-id= 13265491 tex.posted-at= 2014-07-14 14:09:58 tex.priority= 0
    Date Added 7/7/2018, 1:38:33 PM
    Modified 11/8/2019, 8:01:59 AM

    Tags:

    • teaching-mds
    • missing-data
    • imputation

    Notes:

    • simple demonstration of failure of the add new category method (indicator variable)

  • Using the outcome for imputation of missing predictor values was preferred

    Type Journal Article
    Author Karel G. M. Moons
    Author Rogier A. R. T. Donders
    Author Theo Stijnen
    Author Frank E. Harrell
    URL http://dx.doi.org/10.1016/j.jclinepi.2006.01.009
    Volume 59
    Pages 1092-1101
    Publication J Clin Epi
    Date 2006
    Extra Citation Key: moo06usi tex.citeulike-article-id= 13265492 tex.citeulike-linkout-0= http://dx.doi.org/10.1016/j.jclinepi.2006.01.009 tex.posted-at= 2014-07-14 14:09:58 tex.priority= 0
    DOI 10.1016/j.jclinepi.2006.01.009
    Date Added 7/7/2018, 1:38:33 PM
    Modified 11/8/2019, 8:01:59 AM

    Tags:

    • teaching-mds
    • missing-data
    • graphics
    • imputation
    • response
    • aregimpute
    • mice

    Notes:

    • use of outcome variable; excellent graphical summaries of simulations

  • Imputation of missing values is superior to complete case analysis and the missing-indicator method in multivariable diagnostic research: A clinical example

    Type Journal Article
    Author Geert J. M. G. van der Heijden
    Author Donders
    Author Theo Stijnen
    Author Karel G. M. Moons
    URL http://dx.doi.org/10.1016/j.jclinepi.2006.01.015
    Volume 59
    Pages 1102-1109
    Publication J Clin Epi
    Date 2006
    Extra Citation Key: hei06imp tex.citeulike-article-id= 13265493 tex.citeulike-linkout-0= http://dx.doi.org/10.1016/j.jclinepi.2006.01.015 tex.posted-at= 2014-07-14 14:09:58 tex.priority= 0
    DOI 10.1016/j.jclinepi.2006.01.015
    Date Added 7/7/2018, 1:38:33 PM
    Modified 11/8/2019, 8:01:59 AM

    Tags:

    • teaching-mds
    • precision
    • missing-data
    • bias
    • imputation
    • single-imputation
    • complete-case-analysis
    • extra-categories
    • missingness-indicator

    Notes:

    • Invalidity of adding a new category or an indicator variable for missing values even with MCAR