KMS Of Academy of mathematics and systems sciences, CAS
Fiducial inference on gamma distributions: two-sample problems with multiple detection limits | |
Wang, Xiao1,2; Li, Xinmin1; Zhang, Ling3; Liu, Zhirun1; Li, Min1 | |
2022-02-16 | |
Source Publication | ENVIRONMENTAL AND ECOLOGICAL STATISTICS
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ISSN | 1352-8505 |
Pages | 23 |
Abstract | The problems of finding confidence limits for the difference between two gamma means and the difference between two upper percentiles based on samples with multiple detection limits are considered. Simple methods for constructing confidence intervals and upper tolerance limits are developed based on cube root transformation and fiducial inferences. The performances of the proposed methods are evaluated by Monte Carlo simulations and are compared with parametric bootstrap and the method of variance estimates recovery. Computational results indicate that the proposed methods provide more satisfactory results even for small samples with high proportion of nondetects. The approaches are illustrated with some practical datasets. |
Keyword | Confidence intervals Detection limits Fiducial approach Maximum likelihood estimates Tolerance limits |
DOI | 10.1007/s10651-022-00528-5 |
Indexed By | SCI |
Language | 英语 |
Funding Project | National Natural Science Foundation of China[12101346] ; National Natural Science Foundation of China[11871294] ; Shandong Provincial Natural Science Foundation, China[ZR2021QA053] ; Shandong Provincial Natural Science Foundation, China[ZR2021QA044] ; Science and Technology Support Plan for Youth Innovation of Colleges in Shandong Province[DC2000000891] |
WOS Research Area | Environmental Sciences & Ecology ; Mathematics |
WOS Subject | Environmental Sciences ; Mathematics, Interdisciplinary Applications ; Statistics & Probability |
WOS ID | WOS:000756187000001 |
Publisher | SPRINGER |
Citation statistics | |
Document Type | 期刊论文 |
Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/59987 |
Collection | 中国科学院数学与系统科学研究院 |
Corresponding Author | Li, Min |
Affiliation | 1.Qingdao Univ, Sch Math & Stat, Qingdao, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China 3.Salk Inst Biol Studies, 10010 N Torrey Pines Rd, La Jolla, CA 92037 USA |
Recommended Citation GB/T 7714 | Wang, Xiao,Li, Xinmin,Zhang, Ling,et al. Fiducial inference on gamma distributions: two-sample problems with multiple detection limits[J]. ENVIRONMENTAL AND ECOLOGICAL STATISTICS,2022:23. |
APA | Wang, Xiao,Li, Xinmin,Zhang, Ling,Liu, Zhirun,&Li, Min.(2022).Fiducial inference on gamma distributions: two-sample problems with multiple detection limits.ENVIRONMENTAL AND ECOLOGICAL STATISTICS,23. |
MLA | Wang, Xiao,et al."Fiducial inference on gamma distributions: two-sample problems with multiple detection limits".ENVIRONMENTAL AND ECOLOGICAL STATISTICS (2022):23. |
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