Copula Density Estimation Using Multiwavelets Based on the Multiresolution Analysis

被引:5
|
作者
Chatrabgoun, O. [1 ]
Parham, G. [1 ]
机构
[1] Shahid Chamran Univ Ahvaz, Fac Math Sci & Comp, Dept Stat, Ahvaz 6135714463, Iran
关键词
Copula; Multiresolution analysis; Multiwavelets; Orthonormal series; Wavelets; 62G05; 62G07; 65T60; BALANCED MULTIWAVELETS;
D O I
10.1080/03610918.2014.944655
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Recently, wavelet has been used for copula density estimation. A known characteristic of wavelet functions is that they cannot be symmetric, orthogonal, and compact support at the same time while multiwavelets overcome this disadvantage. This article highlights the usefulness of the multiwavelet in order to approximate copula density functions. Possessing three appropriate properties at the same time, high smoothness, and high approximation order properties, multiwavelet can be more precise in copula density approximation. We make this approximation method more accurate by using multiresolution analysis. Finally, we apply our proposed method to approximate the copula density in actuarial data.
引用
收藏
页码:3350 / 3372
页数:23
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