Suppr超能文献

基于多元正态分布中受限位置参数的斯坦无偏风险估计器的小波阈值。

Wavelet threshold based on Stein's unbiased risk estimators of restricted location parameter in multivariate normal.

作者信息

Karamikabir H, Afshari M, Lak F

机构信息

Department of Statistics, Persian Gulf University, Bushehr, Iran.

出版信息

J Appl Stat. 2020 Jun 9;48(10):1712-1729. doi: 10.1080/02664763.2020.1772209. eCollection 2021.

Abstract

In this paper, the problem of estimating the mean vector under non-negative 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.

摘要

本文研究了在多元正态分布位置向量的非负约束下估计均值向量的问题。针对受限参数空间中的收缩估计量,计算了基于斯坦无偏风险估计器的小波阈值。我们假设协方差矩阵未知,并在平衡损失函数下找到了收缩估计量的主导类。通过使用风险和平均均方误差值的模拟研究,对所提出的估计器类进行了性能评估。

相似文献

1
Wavelet threshold based on Stein's unbiased risk estimators of restricted location parameter in multivariate normal.
J Appl Stat. 2020 Jun 9;48(10):1712-1729. doi: 10.1080/02664763.2020.1772209. eCollection 2021.
2
Shrinkage estimation of non-negative mean vector with unknown covariance under balance loss.
J Inequal Appl. 2018;2018(1):331. doi: 10.1186/s13660-018-1919-0. Epub 2018 Dec 3.
4
An Empirical Bayes Approach to Shrinkage Estimation on the Manifold of Symmetric Positive-Definite Matrices.
J Am Stat Assoc. 2024;119(545):259-272. doi: 10.1080/01621459.2022.2110877. Epub 2022 Sep 27.
5
On the improved estimation of a function of the scale parameter of an exponential distribution based on doubly censored sample.
J Appl Stat. 2019 Nov 20;47(9):1637-1651. doi: 10.1080/02664763.2019.1688261. eCollection 2020.
6
SURE Estimates for a Heteroscedastic Hierarchical Model.
J Am Stat Assoc. 2012 Dec;107(500):1465-1479. doi: 10.1080/01621459.2012.728154.
7
Building robust wavelet estimators for multicomponent images using Stein's principle.
IEEE Trans Image Process. 2005 Nov;14(11):1814-30. doi: 10.1109/tip.2005.857247.
8
On the degrees of freedom of reduced-rank estimators in multivariate regression.
Biometrika. 2015;102(2):457-477. doi: 10.1093/biomet/asu067. Epub 2015 Feb 9.
9
Shrinkage estimators for covariance matrices.
Biometrics. 2001 Dec;57(4):1173-84. doi: 10.1111/j.0006-341x.2001.01173.x.
10
A new class of efficient and debiased two-step shrinkage estimators: method and application.
J Appl Stat. 2021 Sep 14;49(16):4181-4205. doi: 10.1080/02664763.2021.1973389. eCollection 2022.

引用本文的文献

1
Effect of vitamin energy drinks on relieving exercise-induced fatigue in muscle group by ultrasonic bioimaging data analysis.
PLoS One. 2023 Jun 26;18(6):e0285015. doi: 10.1371/journal.pone.0285015. eCollection 2023.

本文引用的文献

1
Shrinkage estimation of non-negative mean vector with unknown covariance under balance loss.
J Inequal Appl. 2018;2018(1):331. doi: 10.1186/s13660-018-1919-0. Epub 2018 Dec 3.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验