The analysis of repeated measurements in sensory and consumer studies

被引:37
作者
Jones, B [1 ]
Wang, JX [1 ]
机构
[1] De Montfort Univ, Fac Comp Sci & Engn, Dept Med Stat, Leicester LE1 9BH, Leics, England
关键词
D O I
10.1016/S0950-3293(99)00041-5
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Methods of analysing repeated measurements from the perspective of a medical statistician are described. These are illustrated using two previously published data sets and one new data set. The key tool in the analysis is the mixed effects linear model. Analyses appropriate for normally distributed and ordered categorical assessments are described. Two of the examples use a cross-over design and the third a between-groups design. An important aspect is that we show how the correlations between the repeated measurements can be allowed for in the model. For ordered categorical data we illustrate the use of the generalized estimating equations (GEE) methodology. We also briefly consider the problem of multiple testing. (C) 1999 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:35 / 41
页数:7
相关论文
共 10 条
[1]  
Akaike H., 1973, 2 INT S INFORM THEOR, P267, DOI [DOI 10.1007/978-1-4612-1694-0_15, 10.1007/978-1-4612-1694-0_15]
[2]  
[Anonymous], 1993, Resampling-based multiple testing: Examples and methods for P-value adjustment
[3]  
Collett D, 1991, MODELLING BINARY DAT
[4]  
Hsu J., 1996, MULTIPLE COMP THEORY, DOI DOI 10.1201/B15074
[5]  
JONES B, 1987, DESIGN ANAL CROSSOVE
[6]  
KENWARD MG, 1987, APPL STAT-J ROY ST C, V36, P296
[7]   ANALYSIS OF REPEATED CATEGORICAL-DATA USING GENERALIZED ESTIMATING EQUATIONS [J].
LIPSITZ, SR ;
KIM, K ;
ZHAO, LP .
STATISTICS IN MEDICINE, 1994, 13 (11) :1149-1163
[8]  
LITTEL RC, 1996, SYTEM MIXED MODELS
[9]  
Schlich P., 1993, Food Quality and Preference, V4, P223, DOI 10.1016/0950-3293(93)90166-4
[10]  
Stokes M.E., 1995, CATEGORICAL DATA ANA