发表状态 | 已发表Published |
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
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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 |
DOI | 10.3390/math11040927 |
URL | 查看来源 |
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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