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Keyword

missing completely at random

Description: A statistical missing-data mechanism in which the probability that a value is missing is independent of both observed and unobserved data.
OpenAlex ID: keywords/missing-completely-at-random
A Test of Missing Completely at Random for Multivariate Data with Missing Values
1988 · Roderick J. A. Little · Journal of the American Statistical Association · 8,932
Applied Missing Data Analysis
2010 · Craig K. Enders · 7,034
The Relative Performance of Full Information Maximum Likelihood Estimation for Missing Data in Structural Equation Models
2001 · Craig Enders, Deborah Bandalos · Structural Equation Modeling A Multidisciplinary Journal · 4,952
Review: A gentle introduction to imputation of missing values
2006 · A. Rogier T. Donders, Geert J.M.G. van der Heijden, et al. · Journal of Clinical Epidemiology · 2,577
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5. Three Likelihood-Based Methods for Mean and Covariance Structure Analysis with Nonnormal Missing Data
2000 · Ke-Hai Yuan, Peter M. Bentler · Sociological Methodology · 1,766
How can I deal with missing data in my study?
2001 · Derrick A. Bennett · Australian and New Zealand Journal of Public Health · 1,649
Missing Data
2014 · Daniel A. Newman · Organizational Research Methods · 1,406
HCAR and MCAR: The human and mouse cellular receptors for subgroup C adenoviruses and group B coxsackieviruses
1997 · Richard P. Tomko, Ruliang Xu, et al. · Proceedings of the National Academy of Sciences · 1,201
A survey on missing data in machine learning
2021 · Tlamelo Emmanuel, Thabiso Maupong, et al. · Journal Of Big Data · 1,061
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The proportion of missing data should not be used to guide decisions on multiple imputation
2019 · Paul Madley-Dowd, Rachael Hughes, et al. · Journal of Clinical Epidemiology · 1,057
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Using the outcome for imputation of missing predictor values was preferred
2006 · Karel G.M. Moons, Rogier A.R.T. Donders, et al. · Journal of Clinical Epidemiology · 994
Missing data and multiple imputation in clinical epidemiological research
2017 · Alma Pedersen, Ellen Mikkelsen, et al. · Clinical Epidemiology · 986
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The impact of nonnormality on full information maximum-likelihood estimation for structural equation models with missing data.
2001 · Craig K. Enders · Psychological Methods · 932
Semiparametric Efficiency in Multivariate Regression Models with Missing Data
1995 · James M. Robins, Andrea Rotnitzky · Journal of the American Statistical Association · 905
On Structural Equation Modeling with Data that are not Missing Completely at Random
1987 · Bengt Muthén, David Kaplan, et al. · Psychometrika · 882
Multiple Imputation for Missing Data
2000 · PAUL D. ALLISON · Sociological Methods & Research · 797
The Performance of the Full Information Maximum Likelihood Estimator in Multiple Regression Models With Missing Data
2001 · C.K. Enders · Educational and Psychological Measurement · 788
Loss to Follow-Up in Cohort Studies: How Much is Too Much?
2004 · Vicki Kristman, Michael Manno, et al. · European Journal of Epidemiology · 737
Missing Value Imputation Approach for Mass Spectrometry-based Metabolomics Data
2018 · Runmin Wei, Jingye Wang, et al. · Scientific Reports · 711
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On the Joys of Missing Data
2013 · T. D. Little, T. D. Jorgensen, et al. · Journal of Pediatric Psychology · 680
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Dealing with missing data in a multi-question depression scale: a comparison of imputation methods
2006 · Fiona M Shrive, Heather Stuart, et al. · BMC Medical Research Methodology · 648
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Imputation of missing values is superior to complete case analysis and the missing-indicator method in multivariable diagnostic research: A clinical example
2006 · Geert J.M.G. van der Heijden, A. Rogier T. Donders, et al. · Journal of Clinical Epidemiology · 632
Multiple Imputation
2015 · Peng Li, Elizabeth A. Stuart, et al. · JAMA · 623
Little's Test of Missing Completely at Random
2013 · Cheng Li · The Stata Journal Promoting communications on statistics and Stata · 606
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Multiple imputation of missing values was not necessary before performing a longitudinal mixed-model analysis
2013 · Jos Twisk, Michiel de Boer, et al. · Journal of Clinical Epidemiology · 565
Works count: 1,443
Citation count: 65,600
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