Weighted least absolute deviations estimation for an AR(1) process with ARCH(1) errors

被引:33
作者
Chan, NH [1 ]
Peng, L
机构
[1] Chinese Univ Hong Kong, Dept Stat, Shatin, Hong Kong, Peoples R China
[2] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA
基金
美国国家科学基金会;
关键词
median; symmetry; weighted least absolute deviations estimator;
D O I
10.1093/biomet/92.2.477
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The weighted least absolute deviations estimator is studied for an AR(1) process with ARCH(1) errors c, Unlike for the quasi maximum likelihood estimator, the estimator's limiting distribution is shown to be normal even when E(epsilon(4)(t)) = infinity. Furthermore, the estimator can be applied to examine the symmetry of the density of epsilon(t) and to estimate the quantity E(log vertical bar alpha + lambda(1/2)epsilon(t)vertical bar), which are of crucial importance for conducting asymptotic inference for quasi maximum likelihood estimators and weighted least absolute deviations estimators.
引用
收藏
页码:477 / 484
页数:8
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