Wavelet Estimation of Copula Density via Thresholding Methods Under Censoring

被引:1
|
作者
Ghanbari, Bahareh [1 ]
Shirazi, Esmaeil [2 ]
机构
[1] Payame Noor Univ, Dept Stat, POB 19395-4697, Tehran, Iran
[2] Gonbad Kavous Univ, Fac Sci, Dept Stat, Gonbad Kavous, Iran
关键词
Censored data; Copula density; Wavelet estimation; Thresholding methods;
D O I
10.1007/s42519-022-00306-3
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
This paper deals with the problem of copula density estimation when data are subjected to censoring. we use a wavelet shrinkage technique to find an adaptive estimator for this problem. In particular, a hard thresholding estimator is constructed and we prove that it enjoys powerful mean integrated squared error properties over Besov balls. Moreover, it is shown that convergence rates for the mean integrated squared error of adaptive estimator are near optimal under right censoring model. Finally, a numerical example has been considered to illustrate the performance of the estimator.
引用
收藏
页数:17
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