Flexible mutlivariate imputation by MICE

Keywords

Imputation (statistics), Computer science, Missing data, Machine learning

References

• Analysis of Incomplete Multivariate DataJoseph L. Schafer — 1997
• Flexibele multiple imputation by chained equations of the AVO-95 SurveyOudshoorn, K., Stef van Buuren, J. van Rijckevorsel — 1999
• Development, Implementation and Evaluation of Multiple Imputation Strategies for the Statistical Analysis of Incomplete Data SetsJaap Brand — 1999
• Imputation using Markov chainsKim-hung Li — 1988
• Sampling-Based Approaches to Calculating Marginal DensitiesAlan E. Gelfand, A. F. M. Smith — 1990
• Multiple imputation of missing blood pressure covariates in survival analysis.Stef van Buuren, Hendriek C. Boshuizen, D.L. Knook — 1999
• Routine multiple imputation in statistical databasesStef van Buuren, Erik M. van Mulligen, Jaap Brand — 1994
• Multiple imputation for nonresponse in surveysC. D. Kershaw, Donald B. Rubin — 1989
• Analysis of Incomplete Multivariate DataDavid E. Booth, Joseph L. Schafer — 2000
• Multiple Imputation for Nonresponse in SurveysDonald B. Rubin — 1987
• Inference and monitoring convergenceW. Gilks, S. Richardson, D. Spiegelhalter — 1995

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• Monitoring of patients for the development of adverse reactions to antihypertensive drugs in general practiceSarah McDowell — 2011
• Some Recent Advances in Non- and Semiparametric Bayesian Modeling with Copulas, Mixtures, and Latent VariablesJared S. Murray — 2013
• Flexibele multiple imputation by chained equations of the AVO-95 SurveyOudshoorn, K., Stef van Buuren, J. van Rijckevorsel — 1999
• Social Capital and School Sector Impacts on the Non-Cognitive Skills of Early Adolescents: Evidence from a Nationally Representative Longitudinal SurveyPaul E. Peterson, Martina Viarengo — 2009
• Variation in Educational Outcomes and Policies across Countries and of Schools within Countries. NBER Working Paper No. 16293.Richard B. Freeman, Stephen Machin, Martina Viarengo — 2010
• Effekte von Merkmalen des administrativen Untersuchungsdesigns auf die Teilnahme an Fragebogenstudien im Schulkontext: Eine experimentelle Studie zu den Auswirkungen von Mehrfachkontaktierung und IncentivesMichaela Kropf, Marko Neumann, Michael Becker — 2015
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• Flexible and Robust Method for Missing Loop Detector Data ImputationKristian Henrickson, Yajie Zou, Yinhai Wang — 2015
• Facteurs de risque professionnels des troubles musculo−squelettiques aux coudes et aux genouxE. Herquelot — 2015
• Statistical inference using high-throughput data in systems biologyDaniel J. Stekhoven — 2012
• Using CART to generate partially synthetic public use microdataJerome P. Reiter — 2005
• Why I Choose a Vocational High School: The Study of Elicited Expectation and Educational DecisionParita Suaphan — 2015
• Fehlende Werte in sportwissenschaftlichen UntersuchungenDarko Jekauc, Manuel Völkle, Lena Lämmle — 2012
• Multiple imputation for unit-nonresponse versus weighting including a comparison with a nonresponse follow-up studySusanne Rässler, Rainer Schnell — 2004
• Access to health-care in Canadian immigrants: a longitudinal study of the National Population Health Survey.Maninder Singh Setia, Amélie Quesnel‐Vallée, Michał Abrahamowicz — 2011
• Lumbar extensor training in low back pain managementPieter H. Helmhout — 2009
• Statistical methods for missing data in complex sample surveysRoderick J. A. Little, Rebecca Andridge — 2009
• Variable selection when confronted with missing dataSatish Iyengar, Melissa L. Ziegler — 2006

Related papers

• A multivariate technique for multiply imputing missing values using a sequence of regression modelsTrivellore E. Raghunathan, James M. Lepkowski, John Van Hoewyk — 2001
• Multiple Imputation for Nonresponse in SurveysDonald B. Rubin — 1987
• Roderick J.A. Little, Donald B. Rubin — Statistical Analysis with Missing DataMaureen Lahiff, Roderick J. A. Little, Donald B. Rubin — 1988
• Analysis of Incomplete Multivariate DataDavid E. Booth, Joseph L. Schafer — 2000
• Multiple Imputation After 18+ YearsDonald B. Rubin — 1996
• MICE: Multivariate Imputation by Chained Equations in RStef van Buuren, Karin Groothuis‐Oudshoorn — 2011
• Multiple imputation: a primerJoseph L. Schafer — 1999
• Multiple imputation using chained equations: Issues and guidance for practiceIan R. White, Patrick Royston, Angela Wood — 2011
• Missing data: our view of the state of the art.Joseph L. Schafer, J. A. Graham — 2002