May 2, 2024
Hamid Karamikabir

Hamid Karamikabir

Academic Rank: Assistant professor
Address: Department of Statistics, Persian Gulf University, Bushehr, Iran.
Degree: Ph.D in Statistics
Phone: 09188175368
Faculty: Faculty of Intelligent Systems and Data Science

Research

Title Wavelet threshold based on Stein's unbiased risk estimators of restricted location parameter in multivariate normal
Type Article
Keywords
Balance loss function; multivariate normal distribution; restricted estimator; shrinkage estimator; wavelet threshold
Journal JOURNAL OF APPLIED STATISTICS
DOI https://doi.org/10.1080/02664763.2020.1772209
Researchers Hamid Karamikabir (First researcher) , Mahmoud Afshari (Second researcher) , Fazlollah Lak (Third researcher)

Abstract

In this paper, the problem of estimating the mean vector under nonnegative constraints on location vector of the multivariate normal distribution is investigated. The value of the wavelet threshold based on Stein’s unbiased risk estimators is calculated for the shrinkage estimator in restricted parameter space. We suppose that covariance matrix is unknown and we find the dominant class of shrinkage estimators under Balance loss function. The performance evaluation of the proposed class of estimators is checked through a simulation study by using risk and average mean square error values