Multiple imputation of missing data for survey data analysis

被引:0
作者
Lupo, Coralie [1 ]
Le Bouquin, Sophie [1 ]
Michel, Virginie [1 ]
Colin, Pierre
Chauvin, Claire [1 ]
机构
[1] Agence Francaise Securite Sanit Aliments Site Plo, F-22440 Ploufragan, France
来源
EPIDEMIOLOGIE ET SANTE ANIMALE, 2008, NO 53 | 2008年 / 53期
关键词
Missing value; Multiple imputation; Chicken; Sanitary condemnation; Survey;
D O I
暂无
中图分类号
R51 [传染病];
学科分类号
100401 ;
摘要
Typical management of missing data consists in excluding incomplete observations from the statistical analysis -listwise deletion- which limits its statistical power. A selection bias can also occur if the sample analyzed is no longer representative of the initial sample. Another approach to handling missing data is reviewed. Multiple imputation of missing data allows to keep all data information and to conduct the analysis without loss of power or introduction of bias. An example of application of this method is given with the analysis of risk markers for chicken carcass condemnation at the slaughterhouse.
引用
收藏
页码:73 / 83
页数:11
相关论文
共 22 条
[1]  
Allison PD., 2001, MISSING DATA
[2]  
[Anonymous], J AM STAT ASSOC
[3]  
[Anonymous], SAS ONLINEDOC 9 1 3
[4]   Lifestyle variables and the risk of myocardial infarction in the General Practice Research Database [J].
Delaney J.A.C. ;
Daskalopoulou S.S. ;
Brophy J.M. ;
Steele R.J. ;
Opatrny L. ;
Suissa S. .
BMC Cardiovascular Disorders, 7 (1)
[5]  
DOHOO I, 2003, VET EPIDEMIOLOGICAL, P391
[6]  
HECKMAN JJ, 1976, ANN ECON SOC MEAS, V5, P475
[7]   Much ado about nothing: A comparison of missing data methods and software to fit incomplete data regression models [J].
Horton, Nicholas J. ;
Kleinman, Ken P. .
AMERICAN STATISTICIAN, 2007, 61 (01) :79-90
[8]   PATTERN-MIXTURE MODELS FOR MULTIVARIATE INCOMPLETE DATA [J].
LITTLE, RJA .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1993, 88 (421) :125-134
[9]   MODELING THE DROP-OUT MECHANISM IN REPEATED-MEASURES STUDIES [J].
LITTLE, RJA .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1995, 90 (431) :1112-1121
[10]  
MOLENBERGHS G, 2007, MISSING DATA CLIN ST, P284