Likelihood ratio processes under nonstandard settings
Teoriâ veroâtnostej i ee primeneniâ, Tome 67 (2022) no. 2, pp. 309-326
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This paper establishes the LAN property for the curved normal families and
the simultaneous equation systems. In addition, we show that one-way random ANOVA
models fail to have the LAN property. We consider the two cases when the
variance of random effect lies in the interior and boundary of parameter
space. In the former case, the log-likelihood ratio converges to $0$. In the
latter case, the log-likelihood ratio has atypical limit distributions, which
depend on the contiguity orders. The contiguity orders corresponding to the
variances of random effects and disturbances can be equal to or greater than
one, respectively, and that corresponding to the grand mean can be equal to
or greater than one half. Consequently, we cannot use the ordinary optimal
theory based on the LAN property. Meanwhile, the test based on the
log-likelihood ratio is shown to be asymptotically most powerful with the
benefit of the classical Neymann–Pearson framework.
Keywords:
ANOVA, likelihood ratio process, local asymptotic normality, random effect, simultaneous equation.
@article{TVP_2022_67_2_a5,
author = {Y. Goto and T. Kaneko and S. Kojima and M. Taniguchi},
title = {Likelihood ratio processes under nonstandard settings},
journal = {Teori\^a vero\^atnostej i ee primeneni\^a},
pages = {309--326},
publisher = {mathdoc},
volume = {67},
number = {2},
year = {2022},
language = {en},
url = {http://geodesic.mathdoc.fr/item/TVP_2022_67_2_a5/}
}
TY - JOUR AU - Y. Goto AU - T. Kaneko AU - S. Kojima AU - M. Taniguchi TI - Likelihood ratio processes under nonstandard settings JO - Teoriâ veroâtnostej i ee primeneniâ PY - 2022 SP - 309 EP - 326 VL - 67 IS - 2 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/TVP_2022_67_2_a5/ LA - en ID - TVP_2022_67_2_a5 ER -
Y. Goto; T. Kaneko; S. Kojima; M. Taniguchi. Likelihood ratio processes under nonstandard settings. Teoriâ veroâtnostej i ee primeneniâ, Tome 67 (2022) no. 2, pp. 309-326. http://geodesic.mathdoc.fr/item/TVP_2022_67_2_a5/