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Estimating the average daily rainfall in Thailand using confidence intervals for the common mean of several delta-lognormal distributions

The daily average natural rainfall amounts in the five regions of Thailand can be estimated using the confidence intervals for the common mean of several delta-lognormal distributions based on the fiducial generalized confidence interval (FGCI), large sample (LS), method of variance estimates recove...

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Autores principales: Maneerat, Patcharee, Niwitpong, Sa-Aat
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7831370/
https://www.ncbi.nlm.nih.gov/pubmed/33552739
http://dx.doi.org/10.7717/peerj.10758
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author Maneerat, Patcharee
Niwitpong, Sa-Aat
author_facet Maneerat, Patcharee
Niwitpong, Sa-Aat
author_sort Maneerat, Patcharee
collection PubMed
description The daily average natural rainfall amounts in the five regions of Thailand can be estimated using the confidence intervals for the common mean of several delta-lognormal distributions based on the fiducial generalized confidence interval (FGCI), large sample (LS), method of variance estimates recovery (MOVER), parametric bootstrap (PB), and highest posterior density intervals based on Jeffreys’ rule (HPD-JR) and normal-gamma-beta (HPD-NGB) priors. Monte Carlo simulation was conducted to assess the performance in terms of the coverage probability and average length of the proposed methods. The numerical results indicate that MOVER and PB provided better performances than the other methods in a variety of situations, even when the sample case was large. The efficacies of the proposed methods were illustrated by applying them to real rainfall datasets from the five regions of Thailand.
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spelling pubmed-78313702021-02-04 Estimating the average daily rainfall in Thailand using confidence intervals for the common mean of several delta-lognormal distributions Maneerat, Patcharee Niwitpong, Sa-Aat PeerJ Agricultural Science The daily average natural rainfall amounts in the five regions of Thailand can be estimated using the confidence intervals for the common mean of several delta-lognormal distributions based on the fiducial generalized confidence interval (FGCI), large sample (LS), method of variance estimates recovery (MOVER), parametric bootstrap (PB), and highest posterior density intervals based on Jeffreys’ rule (HPD-JR) and normal-gamma-beta (HPD-NGB) priors. Monte Carlo simulation was conducted to assess the performance in terms of the coverage probability and average length of the proposed methods. The numerical results indicate that MOVER and PB provided better performances than the other methods in a variety of situations, even when the sample case was large. The efficacies of the proposed methods were illustrated by applying them to real rainfall datasets from the five regions of Thailand. PeerJ Inc. 2021-01-22 /pmc/articles/PMC7831370/ /pubmed/33552739 http://dx.doi.org/10.7717/peerj.10758 Text en ©2021 Maneerat and Niwitpong https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited.
spellingShingle Agricultural Science
Maneerat, Patcharee
Niwitpong, Sa-Aat
Estimating the average daily rainfall in Thailand using confidence intervals for the common mean of several delta-lognormal distributions
title Estimating the average daily rainfall in Thailand using confidence intervals for the common mean of several delta-lognormal distributions
title_full Estimating the average daily rainfall in Thailand using confidence intervals for the common mean of several delta-lognormal distributions
title_fullStr Estimating the average daily rainfall in Thailand using confidence intervals for the common mean of several delta-lognormal distributions
title_full_unstemmed Estimating the average daily rainfall in Thailand using confidence intervals for the common mean of several delta-lognormal distributions
title_short Estimating the average daily rainfall in Thailand using confidence intervals for the common mean of several delta-lognormal distributions
title_sort estimating the average daily rainfall in thailand using confidence intervals for the common mean of several delta-lognormal distributions
topic Agricultural Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7831370/
https://www.ncbi.nlm.nih.gov/pubmed/33552739
http://dx.doi.org/10.7717/peerj.10758
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