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On closed-form tight bounds and approximations for the median of a gamma distribution
The median of a gamma distribution, as a function of its shape parameter k, has no known representation in terms of elementary functions. In this work we use numerical simulations and asymptotic analyses to bound the median, finding bounds of the form 2(−1/k)(A + Bk), including an upper bound that i...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Public Library of Science
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8118309/ https://www.ncbi.nlm.nih.gov/pubmed/33984053 http://dx.doi.org/10.1371/journal.pone.0251626 |
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author | Lyon, Richard F. |
author_facet | Lyon, Richard F. |
author_sort | Lyon, Richard F. |
collection | PubMed |
description | The median of a gamma distribution, as a function of its shape parameter k, has no known representation in terms of elementary functions. In this work we use numerical simulations and asymptotic analyses to bound the median, finding bounds of the form 2(−1/k)(A + Bk), including an upper bound that is tight for low k and a lower bound that is tight for high k. These bounds have closed-form expressions for the constant parameters A and B, and are valid over the entire range of k > 0, staying between 48 and 55 percentile. Furthermore, an interpolation between these bounds yields closed-form expressions that more tightly bound the median, with absolute and relative margins to both upper and lower bounds approaching zero at both low and high values of k. These bound results are not supported with analytical proofs, and hence should be regarded as conjectures. Simple approximation expressions between the bounds are also found, including one in closed form that is exact at k = 1 and stays between 49.97 and 50.03 percentile. |
format | Online Article Text |
id | pubmed-8118309 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-81183092021-05-24 On closed-form tight bounds and approximations for the median of a gamma distribution Lyon, Richard F. PLoS One Research Article The median of a gamma distribution, as a function of its shape parameter k, has no known representation in terms of elementary functions. In this work we use numerical simulations and asymptotic analyses to bound the median, finding bounds of the form 2(−1/k)(A + Bk), including an upper bound that is tight for low k and a lower bound that is tight for high k. These bounds have closed-form expressions for the constant parameters A and B, and are valid over the entire range of k > 0, staying between 48 and 55 percentile. Furthermore, an interpolation between these bounds yields closed-form expressions that more tightly bound the median, with absolute and relative margins to both upper and lower bounds approaching zero at both low and high values of k. These bound results are not supported with analytical proofs, and hence should be regarded as conjectures. Simple approximation expressions between the bounds are also found, including one in closed form that is exact at k = 1 and stays between 49.97 and 50.03 percentile. Public Library of Science 2021-05-13 /pmc/articles/PMC8118309/ /pubmed/33984053 http://dx.doi.org/10.1371/journal.pone.0251626 Text en © 2021 Richard F. Lyon 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, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Lyon, Richard F. On closed-form tight bounds and approximations for the median of a gamma distribution |
title | On closed-form tight bounds and approximations for the median of a gamma distribution |
title_full | On closed-form tight bounds and approximations for the median of a gamma distribution |
title_fullStr | On closed-form tight bounds and approximations for the median of a gamma distribution |
title_full_unstemmed | On closed-form tight bounds and approximations for the median of a gamma distribution |
title_short | On closed-form tight bounds and approximations for the median of a gamma distribution |
title_sort | on closed-form tight bounds and approximations for the median of a gamma distribution |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8118309/ https://www.ncbi.nlm.nih.gov/pubmed/33984053 http://dx.doi.org/10.1371/journal.pone.0251626 |
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