A General Frequency Domain Estimation Method for Gegenbauer Processes

被引:3
|
作者
Hunt, Richard [1 ]
Peiris, Shelton [1 ]
Weber, Neville [1 ]
机构
[1] Univ Sydney, Sch Math & Stat, Sydney, NSW 2006, Australia
关键词
GARMA; Gegenbauer; SEASONAL LONG-MEMORY; TIME-SERIES; SEMIPARAMETRIC ESTIMATION; STATIONARY-PROCESSES; TESTS;
D O I
10.1515/jtse-2019-0031
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
In this paper a new method for estimation of all the parameters of a k-factor Gegenbauer process is developed using a broadband nonlinear least-squares regression technique in the frequency-domain, with similarities to a Whittle estimator. Simulation studies where the underlying distribution is symmetric suggest that while the new method may have a slightly lower level of accuracy than existing methods (Whittle, conditional sum-of-squares), it can improve the accuracy in determining the values for the short-memory parameters of highly skewed non-Gaussian data (e.g.,chi(2)), while having the added advantage of being evaluated considerably faster. In a supplementary addendum we provide some theoretical results under a Gaussian assumption.
引用
收藏
页码:119 / 144
页数:26
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