DETECTING AND HANDLING HETEROSCEDASTICITY IN YIELD TRIAL DATA

被引:8
作者
PIEPHO, HP [1 ]
机构
[1] UNIV KASSEL,FAC AGR,D-37212 WITZENHAUSEN,GERMANY
关键词
2-WAY LAYOUT; RANDOMIZED COMPLETE BLOCK DESIGN; HETEROSCEDASTICITY; BOXS CORRECTION; ANOVA TEST; INTERACTION;
D O I
10.1080/03610919508813240
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Data from yield trials conducted in different environments are frequently analysed by ordinary analysis of variance. One of the preconditions for such analyses is that error variances be homogeneous across treatments and replicates. If a mixed model with fixed genotypes and random environments is assumed, genotype-environmental interaction is a random effect. For the ordinary ANOVA to be valid in this case, it is then also required that interaction variances be homogeneous for different genotypes. This paper suggests Box's correction of the ANOVA degrees of freedom for the case of heterogeneous interaction and error variances. Different estimators of the correction factors are compared via Monte Carlo simulation.
引用
收藏
页码:243 / 274
页数:32
相关论文
共 33 条
[1]  
[Anonymous], 1991, PRINCIPLES PROCEDURE
[2]  
ANSCOMBE FJ, 1981, SPRINGER SERIES STAT
[3]   A PRIORI TESTS IN REPEATED MEASURES DESIGNS - EFFECTS OF NONSPHERICITY [J].
BOIK, RJ .
PSYCHOMETRIKA, 1981, 46 (03) :241-255
[4]   SOME THEOREMS ON QUADRATIC FORMS APPLIED IN THE STUDY OF ANALYSIS OF VARIANCE PROBLEMS .2. EFFECTS OF INEQUALITY OF VARIANCE AND OF CORRELATION BETWEEN ERRORS IN THE 2-WAY CLASSIFICATION [J].
BOX, GEP .
ANNALS OF MATHEMATICAL STATISTICS, 1954, 25 (03) :484-498
[5]   SOME THEOREMS ON QUADRATIC FORMS APPLIED IN THE STUDY OF ANALYSIS OF VARIANCE PROBLEMS .1. EFFECT OF INEQUALITY OF VARIANCE IN THE ONE-WAY CLASSIFICATION [J].
BOX, GEP .
ANNALS OF MATHEMATICAL STATISTICS, 1954, 25 (02) :290-302
[6]  
BOX GEP, 1955, J ROY STAT SOC B, V17, P1
[7]  
BRINDLEY RD, 1975, J AM STAT ASSOC, V80, P711
[8]  
Cochran W.G., 1957, EXPT DESIGN
[9]   MODEL SELECTION AND VALIDATION FOR YIELD TRIALS WITH INTERACTION [J].
GAUCH, HG .
BIOMETRICS, 1988, 44 (03) :705-715
[10]  
GAUCH HG, 1992, STATISTICAL ANAL REG