Moderate deviation principle for the error variance estimator in linear models

作者:Miao, Yu*; Geng, Weiqiang; Li, Nan; Xiao, Qing
来源:Communications in Statistics - Theory and Methods, 2014, 43(19): 4215-4222.
DOI:10.1080/03610926.2012.724505

摘要

In this article, we consider the following linear model Y-i = X'(i) beta + xi(i), i = 1, 2, ... , where beta is a q-dimensional unknown parametric vector, and {xi(i)} is a sequence of i.i.d. trial errors with E xi(1) = 0 and 0 < sigma(2) = E xi(2)(1) < infinity. Our purpose is to establish the moderate deviation principle for the estimator of the error variance sigma(2).

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