THE ANALYSIS OF MULTISTRATUM AND SPATIALLY CORRELATED REPEATED MEASURES DATA

被引:9
作者
VERBYLA, AP [1 ]
CULLIS, BR [1 ]
机构
[1] AGR RES INST,WAGGA WAGGA,NSW 2650,AUSTRALIA
关键词
INCOMPLETE DATA; MULTISTRATUM DESIGN; REPEATED MEASURES; RESIDUAL MAXIMUM LIKELIHOOD; SEPARABLE ERROR PROCESS; SPATIAL CORRELATION; TEMPORAL CORRELATION; TIME-DEPENDENT COVARIATES;
D O I
10.2307/2532695
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In repeated measures experiments on animals, the animals are often housed in pens and as well as the correlation between measurements over time, the induced correlation due to the pen effect must be taken into account. Current research in the analysis of field experiments is focused on the use of spatial methods. If in addition we have repeated measurements over time, we need to take into account both the temporal and spatial dependence. An approach is presented for the analysis of repeated measures data when an additional level of dependence exists. We consider both the complete and incomplete data situations and discuss estimation based on residual maximum likelihood. The procedures are illustrated using data from two experiments.
引用
收藏
页码:1015 / 1032
页数:18
相关论文
共 36 条
[11]   MODELING THE COVARIANCE STRUCTURE OF REPEATED MEASUREMENTS [J].
GEARY, DN .
BIOMETRICS, 1989, 45 (04) :1183-1195
[12]  
GLASBEY CA, 1986, BIOMETRIKA, V73, P447
[13]   RESIDUAL MAXIMUM-LIKELIHOOD (REML) ESTIMATION OF A NEIGHBOR MODEL FOR FIELD EXPERIMENTS [J].
GLEESON, AC ;
CULLIS, BR .
BIOMETRICS, 1987, 43 (02) :277-288
[14]  
Greacen E., 1981, SOIL WATER ASSESSMEN
[15]  
GREEN P, 1985, J R STAT SOC B, V47, P299
[16]  
HARVILLE DA, 1977, J AM STAT ASSOC, V72, P320, DOI 10.2307/2286796
[17]   THE ESTIMATION OF ENVIRONMENTAL AND GENETIC TRENDS FROM RECORDS SUBJECT TO CULLING [J].
HENDERSON, CR ;
KEMPTHORNE, O ;
SEARLE, SR ;
VONKROSIGK, CM .
BIOMETRICS, 1959, 15 (02) :192-218
[18]   BALANCE IN DESIGNED EXPERIMENTS WITH ORTHOGONAL BLOCK STRUCTURE [J].
HOUTMAN, AM ;
SPEED, TP .
ANNALS OF STATISTICS, 1983, 11 (04) :1069-1085
[19]  
HOUTMAN AM, 1984, AUSTR J STATIST, V26, P227
[20]  
MARTIN R, 1987, GEOGR ANAL, V19, P273