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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
PeerJ Inc.
2021
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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. |
format | Online Article Text |
id | pubmed-7831370 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | PeerJ Inc. |
record_format | MEDLINE/PubMed |
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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