Testing goodness of fit for the distribution of errors in multivariate linear models

被引:21
作者
Gamero, MDJ [1 ]
García, JM [1 ]
Mejías, RP [1 ]
机构
[1] Univ Sevilla, Fac Matemat, Dpto Estadist & Invest Operat, Seville, Spain
关键词
linear models; distribution of errors; goodness-of-fit; residuals; characteristic function;
D O I
10.1016/j.jmva.2004.08.010
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
In this paper, to test goodness of fit to any fixed distribution of errors in multivariate linear models, we consider a weighted integral of the squared modulus of the difference between the empirical characteristic function of the residuals and the characteristic function under the null hypothesis. We study the limiting behaviour of this test statistic under the null hypothesis and under alternatives. In the asymptotics, the rank of the design matrix is allowed to grow with the sample size. (C) 2004 Elsevier Inc. All rights reserved.
引用
收藏
页码:301 / 322
页数:22
相关论文
共 32 条
[11]  
FAN Y, J MULTIVARIATE ANAL
[12]   Goodness-of-fit tests based on kernel density estimators with fixed smoothing parameter [J].
Fan, YQ .
ECONOMETRIC THEORY, 1998, 14 (05) :604-621
[13]   TESTING THE GOODNESS-OF-FIT OF A PARAMETRIC DENSITY-FUNCTION BY KERNEL-METHOD [J].
FAN, YQ .
ECONOMETRIC THEORY, 1994, 10 (02) :316-356
[14]  
Feller W., 1971, An introduction to probability theory and its applications, VII
[15]   LARGE SAMPLE THEORY FOR U-STATISTICS AND TESTS OF FIT [J].
GREGORY, GG .
ANNALS OF STATISTICS, 1977, 5 (01) :110-123
[17]  
HALL P, 1983, BIOMETRIKA, V70, P485
[18]  
HENZE N, J MULTIVARIATE ANAL
[19]   1972 WALD MEMORIAL LECTURES - ROBUST REGRESSION - ASYMPTOTICS, CONJECTURES AND MONTE-CARLO [J].
HUBER, PJ .
ANNALS OF STATISTICS, 1973, 1 (05) :799-821
[20]   Goodness-of-fit tests for mixed model diagnostics [J].
Jiang, JM .
ANNALS OF STATISTICS, 2001, 29 (04) :1137-1164