Parameters estimator of GARCH(1, 1) process with heavy tailed errors

Hailong Chen, Chengji You, Deyun Chen
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引用次数: 2

Abstract

This paper studies a modification of quasi-maximum likelihood estimator for GARCH (1, 1) process with the errors, whose squares have regularly varying tail probabilities with the exponent α, α >; 0. We showed that, this estimator is unbiased and asymptotically normal with standard convergence rate of n1/2 regardless of whether the errors are heavy-tailed.
具有重尾误差的GARCH(1,1)过程参数估计
本文研究了GARCH(1,1)过程的拟极大似然估计的一种修正,该过程的平方尾部概率随指数α, α >有规则变化;0. 我们证明,无论误差是否为重尾,该估计量都是无偏和渐近正态的,其标准收敛速率为n /2。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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