Multiple Imputation A Flexible Tool for Handling Missing Data

被引:430
作者
Li, Peng [1 ,2 ]
Stuart, Elizabeth A. [3 ,4 ,5 ]
Allison, David B. [1 ,2 ]
机构
[1] Univ Alabama Birmingham, Off Energet & Nutr Obes Res Ctr, Birmingham, AL 35294 USA
[2] Univ Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USA
[3] Johns Hopkins Bloomberg Sch Publ Hlth, Dept Mental Hlth, Baltimore, MD USA
[4] Johns Hopkins Bloomberg Sch Publ Hlth, Dept Biostat, Baltimore, MD USA
[5] Johns Hopkins Bloomberg Sch Publ Hlth, Dept Hlth Policy & Management, Baltimore, MD USA
来源
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION | 2015年 / 314卷 / 18期
关键词
D O I
10.1001/jama.2015.15281
中图分类号
R5 [内科学];
学科分类号
100201 [内科学];
摘要
引用
收藏
页码:1966 / 1967
页数:2
相关论文
共 9 条
[1]
[Anonymous], 2009, Multiple Imputation for Nonresponse in Surveys
[2]
Effect of Financial Incentives to Physicians, Patients, or Both on Lipid Levels A Randomized Clinical Trial [J].
Asch, David A. ;
Troxel, Andrea B. ;
Stewart, Walter F. ;
Sequist, Thomas D. ;
Jones, James B. ;
Hirsch, AnneMarie G. ;
Hoffer, Karen ;
Zhu, Jingsan ;
Wang, Wenli ;
Hodlofski, Amanda ;
Frasch, Antonette B. ;
Weiner, Mark G. ;
Finnerty, Darra D. ;
Rosenthal, Meredith B. ;
Gangemi, Kelsey ;
Volpp, Kevin G. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2015, 314 (18) :1926-1935
[3]
Capers Patrice L, 2015, Front Nutr, V2, P6, DOI 10.3389/fnut.2015.00006
[4]
Missing Data in Randomized Clinical Trials for Weight Loss: Scope of the Problem, State of the Field, and Performance of Statistical Methods [J].
Elobeid, Mai A. ;
Padilla, Miguel A. ;
McVie, Theresa ;
Thomas, Olivia ;
Brock, David W. ;
Musser, Bret ;
Lu, Kaifeng ;
Coffey, Christopher S. ;
Desmond, Renee A. ;
St-Onge, Marie-Pierre ;
Gadde, Kishore M. ;
Heymsfield, Steven B. ;
Allison, David B. .
PLOS ONE, 2009, 4 (08)
[5]
Missing Data How to Best Account for What Is Not Known [J].
Newgard, Craig D. ;
Lewis, Roger J. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2015, 314 (09) :940-941
[6]
Multiple Imputation to Correct for Measurement Error in Admixture Estimates in Genetic Structured Association Testing [J].
Padilla, Miguel A. ;
Divers, Jasmin ;
Vaughan, Laura K. ;
Allison, David B. ;
Tiwari, Hemant K. .
HUMAN HEREDITY, 2009, 68 (01) :65-72
[7]
Schafer J.L., 1997, Analysis of Incomplete Multivariate Data, DOI [10.1201/9780367803025, DOI 10.1201/, DOI 10.1201/9781439821862]
[8]
MULTIPLE IMPUTATION FOR SHARING PRECISE GEOGRAPHIES IN PUBLIC USE DATA [J].
Wang, Hao ;
Reiter, Jerome P. .
ANNALS OF APPLIED STATISTICS, 2012, 6 (01) :229-252
[9]
Multiple imputation using chained equations: Issues and guidance for practice [J].
White, Ian R. ;
Royston, Patrick ;
Wood, Angela M. .
STATISTICS IN MEDICINE, 2011, 30 (04) :377-399