Status | 已发表Published |
Title | New Approaches on Parameter Estimation of the Gamma Distribution |
Creator | |
Date Issued | 2023-02-01 |
Source Publication | Mathematics
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Volume | 11Issue: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. |
Keyword | gamma distribution mean squared error parameter estimation quantile estimator representative points |
DOI | 10.3390/math11040927 |
URL | View source |
Indexed By | SCIE |
Language | 英语English |
WOS Research Area | Mathematics |
WOS Subject | Mathematics |
WOS ID | WOS:000940736000001 |
Scopus ID | 2-s2.0-85149009048 |
Citation statistics | |
Document Type | Journal article |
Identifier | http://repository.uic.edu.cn/handle/39GCC9TT/10270 |
Collection | Faculty of Science and Technology |
Corresponding Author | Ye, 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 Affilication | Faculty 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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