Imputation of missing values in the case of a multiple item instrument measuring alcohol consumption

被引:68
作者
Gmel, G [1 ]
机构
[1] Swiss Inst Prevent Alcohol & Other Drug Problems, CH-1001 Lausanne, Switzerland
关键词
D O I
10.1002/sim.837
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Missing values in survey instruments are a common problem for survey researchers. It is aggravated in the case of instruments used to measure alcohol consumption: they usually consist of item batteries from which summary measures, such as grams of pure alcohol per day, are constructed, and a missing value (for example, quantity or frequency) in regard to a single item for only one of several beverages results in a missing summary measure across all of the beverages, though the values for the remaining items are known. The present paper examines different approaches to imputation of missing values, feasible with standard statistical software packages. Hot-deck imputation is shown to have certain advantages, but even single-value imputation (for example, median imputation) results in values that are comparable to those of the other three imputation methods. Copyright (C) 2001 John Wiley & Sons, Ltd.
引用
收藏
页码:2369 / 2381
页数:13
相关论文
共 30 条
[1]   MEASUREMENT IN MEDICINE - THE ANALYSIS OF METHOD COMPARISON STUDIES [J].
ALTMAN, DG ;
BLAND, JM .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES D-THE STATISTICIAN, 1983, 32 (03) :307-317
[2]  
[Anonymous], 1991, WHITE SOC CULTURE DR
[3]  
AQUILINO WS, 1992, INT J ADDICT, V27, P71
[4]  
BENTLER PM, 1989, STRUCTURAL EQUATIONS
[5]   STATISTICAL METHODS FOR ASSESSING AGREEMENT BETWEEN TWO METHODS OF CLINICAL MEASUREMENT [J].
BLAND, JM ;
ALTMAN, DG .
LANCET, 1986, 1 (8476) :307-310
[6]   Mode effects on self-reported alcohol use and problem drinking: Mail questionnaires and personal interviewing compared [J].
Bongers, IMB ;
Van Oers, JAM .
JOURNAL OF STUDIES ON ALCOHOL, 1998, 59 (03) :280-285
[7]  
Curran D, 1998, STAT MED, V17, P697, DOI 10.1002/(SICI)1097-0258(19980315/15)17:5/7<697::AID-SIM815>3.3.CO
[8]  
2-P
[9]   Lifestyle surveys - The complete answer? [J].
Dengler, R ;
Roberts, H ;
Rushton, L .
JOURNAL OF EPIDEMIOLOGY AND COMMUNITY HEALTH, 1997, 51 (01) :46-51
[10]  
Fayers PM, 1998, STAT MED, V17, P679, DOI 10.1002/(SICI)1097-0258(19980315/15)17:5/7<679::AID-SIM814>3.3.CO