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Status已发表Published
TitleNew Approaches on Parameter Estimation of the Gamma Distribution
Creator
Date Issued2023-02-01
Source PublicationMathematics
Volume11Issue:4
Abstract

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.

Keywordgamma distribution mean squared error parameter estimation quantile estimator representative points
DOI10.3390/math11040927
URLView source
Indexed BySCIE
Language英语English
WOS Research AreaMathematics
WOS SubjectMathematics
WOS IDWOS:000940736000001
Scopus ID2-s2.0-85149009048
Citation statistics
Cited Times:3[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/10270
CollectionFaculty of Science and Technology
Corresponding AuthorYe, Huajun
Affiliation
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
Corresponding Author AffilicationFaculty of Science and Technology;  Beijing Normal-Hong Kong Baptist University
Recommended Citation
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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