Wavelet-based estimation for multivariate stable laws

被引:1
|
作者
Shokripour, Mona [1 ]
Aminghafari, Mina [2 ]
机构
[1] Shahid Beheshti Univ, Fac Math Sci, Dept Stat, Tehran, Iran
[2] Amirkabir Univ Technol, Dept Stat, Fac Math & Comp Sci, Tehran Polytech, Tehran, Iran
关键词
62H12; 60E07; 65T60; characteristic function; multivariate stable law; nonlinear regression; wavelet transform;
D O I
10.1080/00949655.2014.881815
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this article, an estimation problem for multivariate stable laws using wavelets has been studied. The method of applying wavelets, which has already been done, to estimate parameters in univariate stable laws, has been extended to multivariate stable laws. The proposed estimating method is based on a nonlinear regression model on wavelet coefficients of characteristic functions. In particular, two parametric sub-classes of stable laws are considered: the class of multivariate stable laws with discrete spectral measure, and sub-Gaussian laws. Using a simulation study, the proposed method has been compared with well-known estimation procedures.
引用
收藏
页码:1584 / 1600
页数:17
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