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Confidence Interval Estimation for the Common Mean of Several Zero-Inflated Gamma Distributions.

Authors :
Kaewprasert, Theerapong
Niwitpong, Sa-Aat
Niwitpong, Suparat
Source :
Symmetry (20738994); Jan2023, Vol. 15 Issue 1, p67, 24p
Publication Year :
2023

Abstract

In this study, we propose estimates for the confidence interval for the common mean of several zero-inflated gamma (ZIG) distributions based on the fiducial generalized confidence interval (GCI) and Bayesian and highest posterior density (HPD) methods based on the Jeffreys rule or uniform prior. Their performances in terms of their coverage probabilities and expected lengths are compared via a Monte Carlo simulation study. For almost all of the scenarios considered, the simulation results show that the fiducial GCI performed better than the Bayesian and HPD methods. Daily rainfall data from Chiang Mai Province, Thailand that contains several zero entries and follows a ZIG distribution is used to test the efficacies of the methods in real-world situations. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
20738994
Volume :
15
Issue :
1
Database :
Complementary Index
Journal :
Symmetry (20738994)
Publication Type :
Academic Journal
Accession number :
161563697
Full Text :
https://doi.org/10.3390/sym15010067