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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 PublicationENVIRONMENTAL AND ECOLOGICAL STATISTICS
ISSN1352-8505
Pages23
AbstractThe 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.
KeywordConfidence intervals Detection limits Fiducial approach Maximum likelihood estimates Tolerance limits
DOI10.1007/s10651-022-00528-5
Indexed BySCI
Language英语
Funding ProjectNational 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 AreaEnvironmental Sciences & Ecology ; Mathematics
WOS SubjectEnvironmental Sciences ; Mathematics, Interdisciplinary Applications ; Statistics & Probability
WOS IDWOS:000756187000001
PublisherSPRINGER
Citation statistics
Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/59987
Collection中国科学院数学与系统科学研究院
Corresponding AuthorLi, Min
Affiliation1.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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