Asymptotic properties of the growth curve model with covariance components
Applications of Mathematics, Tome 42 (1997) no. 1, pp. 57-69
We consider a multivariate regression (growth curve) model of the form $Y = XBZ + \varepsilon $, $\operatorname{E}\varepsilon =0$, $\operatorname{var}(\operatorname{vec}\varepsilon) = W \otimes \Sigma $, where $W = \sum _{i=1}^{k} \theta _i V_i$ and $\theta _i$’s are unknown scalar covariance components. In the case of replicated observations, we derive the explicit form of the locally best estimators of the covariance components under normality and asymptotic confidence ellipsoids for certain linear functions of the first order parameters $\lbrace B_{ij}\rbrace $ estimating simultaneously the first and the second order parameters.
We consider a multivariate regression (growth curve) model of the form $Y = XBZ + \varepsilon $, $\operatorname{E}\varepsilon =0$, $\operatorname{var}(\operatorname{vec}\varepsilon) = W \otimes \Sigma $, where $W = \sum _{i=1}^{k} \theta _i V_i$ and $\theta _i$’s are unknown scalar covariance components. In the case of replicated observations, we derive the explicit form of the locally best estimators of the covariance components under normality and asymptotic confidence ellipsoids for certain linear functions of the first order parameters $\lbrace B_{ij}\rbrace $ estimating simultaneously the first and the second order parameters.
DOI :
10.1023/A:1022292610537
Classification :
62F12, 62H12, 62J12
Keywords: replicated growth curve model; covariance components; multivariate regression; asymptotic confidence region
Keywords: replicated growth curve model; covariance components; multivariate regression; asymptotic confidence region
@article{10_1023_A:1022292610537,
author = {\v{Z}e\v{z}ula, Ivan},
title = {Asymptotic properties of the growth curve model with covariance components},
journal = {Applications of Mathematics},
pages = {57--69},
year = {1997},
volume = {42},
number = {1},
doi = {10.1023/A:1022292610537},
mrnumber = {1426680},
zbl = {0898.62067},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.1023/A:1022292610537/}
}
TY - JOUR AU - Žežula, Ivan TI - Asymptotic properties of the growth curve model with covariance components JO - Applications of Mathematics PY - 1997 SP - 57 EP - 69 VL - 42 IS - 1 UR - http://geodesic.mathdoc.fr/articles/10.1023/A:1022292610537/ DO - 10.1023/A:1022292610537 LA - en ID - 10_1023_A:1022292610537 ER -
Žežula, Ivan. Asymptotic properties of the growth curve model with covariance components. Applications of Mathematics, Tome 42 (1997) no. 1, pp. 57-69. doi: 10.1023/A:1022292610537
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