Keyword

multiple imputation

Description: A statistical method for handling missing data by creating multiple completed datasets and combining analyses across them.

Primary topic: Statistical Methods and Bayesian Inference (51%)

Wikidata ID: wiki/Q20919573

OpenAlex ID: keywords/multiple-imputation

Multiple Imputation for Nonresponse in Surveys

1987 · Donald B. Rubin · Wiley series in probability and statistics · 20,636

Statistical Analysis With Missing Data

1989 · Maureen Lahiff, Roderick J. A. Little, et al. · Journal of the American Statistical Association · 17,263

mice: Multivariate Imputation by Chained Equations inR

2011 · Stef van Buuren, Karin Groothuis-Oudshoorn · Journal of Statistical Software · 13,783

Multiple imputation using chained equations: Issues and guidance for practice

2010 · Ian R. White, Patrick Royston, et al. · Statistics in Medicine · 9,698

Statistical Analysis with Missing Data

2002 · Roderick J. A. Little, Donald B. Rubin · Wiley series in probability and statistics · 8,447

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

2009 · J. A C Sterne, I. R White, et al. · BMJ · 7,227

Applied Missing Data Analysis

2010 · Craig K. Enders · 7,034

Missing Data Analysis: Making It Work in the Real World

2008 · John W. Graham · Annual Review of Psychology · 6,145

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

2011 · Daniel J. Stekhoven, Peter Bühlmann · Bioinformatics · 6,088

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Analysis of Incomplete Multivariate Data

1997 · J.L. Schafer · Chapman & Hall/CRC eBooks · 6,024

Statistical Analysis With Missing Data

1988 · Subir Ghosh, R. Little, et al. · Technometrics · 4,576

Multiple Imputation After 18+ Years

1996 · Donald B. Rubin · Journal of the American Statistical Association · 4,068

Multiple imputation: a primer

1999 · Joseph L Schafer · Statistical Methods in Medical Research · 3,937

The Calculation of Posterior Distributions by Data Augmentation

1987 · Martin A. Tanner, Wing Hung Wong · Journal of the American Statistical Association · 3,929

Multiple imputation by chained equations: what is it and how does it work?

2011 · Melissa J. Azur, Elizabeth A. Stuart, et al. · International Journal of Methods in Psychiatric Research · 3,520

Applied Survival Analysis: Regression Modeling of Time-to-Event Data

2008 · David W. Hosmer, Stanley Lemeshow, et al. · 3,003

Multiple imputation of discrete and continuous data by fully conditional specification

2007 · Stef van Buuren · Statistical Methods in Medical Research · 2,825

How Many Imputations are Really Needed? Some Practical Clarifications of Multiple Imputation Theory

2007 · John W. Graham, Allison E. Olchowski, et al. · Prevention Science · 2,785

When and how should multiple imputation be used for handling missing data in randomised clinical trials – a practical guide with flowcharts

2017 · Janus Christian Jakobsen, Christian Gluud, et al. · BMC Medical Research Methodology · 2,736

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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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Amelia II: A Program for Missing Data

2011 · James Honaker, Gary King, et al. · Journal of Statistical Software · 2,537

Statistical Analysis With Missing Data

2003 · Nicole A Lazar · Technometrics · 2,458

A comparison of inclusive and restrictive strategies in modern missing data procedures.

2001 · Linda M. Collins, Joseph L. Schafer, et al. · Psychological Methods · 2,382

Multiple Imputation of Missing Values

2004 · Patrick Royston · The Stata Journal Promoting communications on statistics and Stata · 2,339

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Multiple Imputation for Nonresponse in Surveys.

1988 · Peter Lynn, D. B. Rubin · Journal of the Royal Statistical Society Series D (The Statistician) · 2,330

Works count: 9,912

Citation count: 395,400