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题名New Approaches on Parameter Estimation of the Gamma Distribution
作者
发表日期2023-02-01
发表期刊Mathematics
卷号11期号:4
摘要

This paper discusses new approaches to parameter estimation of gamma distribution based on representative points. In the first part, the existence and uniqueness of gamma mean squared error representative points (MSE-RPs) are discussed theoretically. In the second part, by comparing three types of representative points, we show that gamma MSE-RPs perform well in parameter estimation and simulation. The last part proposes a new Harrel–Davis sample standardization technique. Simulation studies reveal that the standardized samples can be used to improve estimation performance or generate MSE-RPs. In addition, a real data analysis illustrates that the proposed technique yields efficient estimates for gamma parameters.

关键词gamma distribution mean squared error parameter estimation quantile estimator representative points
DOI10.3390/math11040927
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收录类别SCIE
语种英语English
WOS研究方向Mathematics
WOS类目Mathematics
WOS记录号WOS:000940736000001
Scopus入藏号2-s2.0-85149009048
引用统计
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/10270
专题理工科技学院
通讯作者Ye, Huajun
作者单位
1.College of Big Data and Internet,Shenzhen Technology University,Shenzhen,518118,China
2.Faculty of Science and Technology,BNU-HKBU United International College,Zhuhai,519087,China
3.Guangdong Provincial Key Laboratory of Interdisciplinary Research and Application for Data Science,BNU-HKBU United International College,Zhuhai,519087,China
4.Department of Mathematics,Hong Kong Baptist University,Hong Kong
通讯作者单位理工科技学院;  北师香港浸会大学
推荐引用方式
GB/T 7714
Ke, Xiao,Wang, Sirao,Zhou, Minet al. New Approaches on Parameter Estimation of the Gamma Distribution[J]. Mathematics, 2023, 11(4).
APA Ke, Xiao, Wang, Sirao, Zhou, Min, & Ye, Huajun. (2023). New Approaches on Parameter Estimation of the Gamma Distribution. Mathematics, 11(4).
MLA Ke, Xiao,et al."New Approaches on Parameter Estimation of the Gamma Distribution". Mathematics 11.4(2023).
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