Keyword

complete case analysis

Description: A statistical analysis restricted to participants or observations with no missing values for the variables required in the analysis.

Primary topic: Statistical Methods and Bayesian Inference (66%)

OpenAlex ID: keywords/complete-case-analysis

Statistical Analysis With Missing Data

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

Statistical Analysis With Missing Data

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

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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Multiple Imputation of Missing Values

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

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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 · 1,056

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The Analysis of Social Science Data with Missing Values

1989 · RODERICK J. A. LITTLE, DONALD B. RUBIN · Sociological Methods & Research · 1,015

Missing Data in Clinical Research: A Tutorial on Multiple Imputation

2020 · Peter C. Austin, Ian R. White, et al. · Canadian Journal of Cardiology · 993

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Missing data and multiple imputation in clinical epidemiological research

2017 · Alma Pedersen, Ellen Mikkelsen, et al. · Clinical Epidemiology · 986

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Regression with Missing X 's: A Review

1992 · Roderick J. A. Little · Journal of the American Statistical Association · 968

Accounting for missing data in statistical analyses: multiple imputation is not always the answer

2019 · Rachael A Hughes, Jon Heron, et al. · International Journal of Epidemiology · 799

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Multiple Imputation for Missing Data: Fully Conditional Specification Versus Multivariate Normal Imputation

2010 · K. J. Lee, J. B. Carlin · American Journal of Epidemiology · 792

Missing Data: A Gentle Introduction

2007 · Patrick E. McKnight, Katherine McKnight, et al. · 782

Bias and efficiency of multiple imputation compared with complete‐case analysis for missing covariate values

2010 · Ian R. White, John B. Carlin · Statistics in Medicine · 745

Missing data in longitudinal studies

1988 · Nan M. Laird · Statistics in Medicine · 713

Methods for Handling Missing Data

2003 · John W. Graham, Patricio E. Cumsille, et al. · Handbook of Psychology · 658

A Review of Methods for Missing Data

2001 · Therese D. Pigott · Educational Research and Evaluation · 654

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 · 631

Multiple Imputation

2015 · Peng Li, Elizabeth A. Stuart, et al. · JAMA · 623

Missing covariate data in medical research: To impute is better than to ignore

2010 · Kristel J.M. Janssen, A. Rogier T. Donders, et al. · Journal of Clinical Epidemiology · 592

Are missing outcome data adequately handled? A review of published randomized controlled trials in major medical journals

2004 · Angela M Wood, Ian R White, et al. · Clinical Trials · 543

Missing covariate data in clinical research: when and when not to use the missing-indicator method for analysis

2012 · Rolf H.H. Groenwold, Ian R. White, et al. · Canadian Medical Association Journal · 537

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How should variable selection be performed with multiply imputed data?

2008 · Angela M. Wood, Ian R. White, et al. · Statistics in Medicine · 486

Multiple Imputation by Fully Conditional Specification for Dealing with Missing Data in a Large Epidemiologic Study

2015 · Yang Liu, Anindya De · International Journal of Statistics in Medical Research · 465

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Analyzing incomplete longitudinal clinical trial data

2004 · G. Molenberghs · Biostatistics · 463

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What Do We Do with Missing Data? Some Options for Analysis of Incomplete Data

2004 · Trivellore E. Raghunathan · Annual Review of Public Health · 429

Works count: 1,272

Citation count: 68,450