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A universal model for the Lorenz curve with novel applications for datasets containing zeros and/or exhibiting extreme inequality

Given that the existing parametric functional forms for the Lorenz curve do not fit all possible size distributions, a universal parametric functional form is introduced. By using the empirical data from different scientific disciplines and also the hypothetical data, this study shows that, the prop...

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Autores principales: Sitthiyot, Thitithep, Holasut, Kanyarat
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10036631/
https://www.ncbi.nlm.nih.gov/pubmed/36959266
http://dx.doi.org/10.1038/s41598-023-31827-x
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author Sitthiyot, Thitithep
Holasut, Kanyarat
author_facet Sitthiyot, Thitithep
Holasut, Kanyarat
author_sort Sitthiyot, Thitithep
collection PubMed
description Given that the existing parametric functional forms for the Lorenz curve do not fit all possible size distributions, a universal parametric functional form is introduced. By using the empirical data from different scientific disciplines and also the hypothetical data, this study shows that, the proposed model fits not only the data whose actual Lorenz plots have a typical convex segment but also the data whose actual Lorenz plots have both horizontal and convex segments practically well. It also perfectly fits the data whose observation is larger in size while the rest of observations are smaller and equal in size as characterized by two positive-slope linear segments. In addition, the proposed model has a closed-form expression for the Gini index, making it computationally convenient to calculate. Considering that the Lorenz curve and the Gini index are widely used in various disciplines of sciences, the proposed model and the closed-form expression for the Gini index could be used as alternative tools to analyze size distributions of non-negative quantities and examine their inequalities or unevennesses.
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spelling pubmed-100366312023-03-25 A universal model for the Lorenz curve with novel applications for datasets containing zeros and/or exhibiting extreme inequality Sitthiyot, Thitithep Holasut, Kanyarat Sci Rep Article Given that the existing parametric functional forms for the Lorenz curve do not fit all possible size distributions, a universal parametric functional form is introduced. By using the empirical data from different scientific disciplines and also the hypothetical data, this study shows that, the proposed model fits not only the data whose actual Lorenz plots have a typical convex segment but also the data whose actual Lorenz plots have both horizontal and convex segments practically well. It also perfectly fits the data whose observation is larger in size while the rest of observations are smaller and equal in size as characterized by two positive-slope linear segments. In addition, the proposed model has a closed-form expression for the Gini index, making it computationally convenient to calculate. Considering that the Lorenz curve and the Gini index are widely used in various disciplines of sciences, the proposed model and the closed-form expression for the Gini index could be used as alternative tools to analyze size distributions of non-negative quantities and examine their inequalities or unevennesses. Nature Publishing Group UK 2023-03-23 /pmc/articles/PMC10036631/ /pubmed/36959266 http://dx.doi.org/10.1038/s41598-023-31827-x Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Sitthiyot, Thitithep
Holasut, Kanyarat
A universal model for the Lorenz curve with novel applications for datasets containing zeros and/or exhibiting extreme inequality
title A universal model for the Lorenz curve with novel applications for datasets containing zeros and/or exhibiting extreme inequality
title_full A universal model for the Lorenz curve with novel applications for datasets containing zeros and/or exhibiting extreme inequality
title_fullStr A universal model for the Lorenz curve with novel applications for datasets containing zeros and/or exhibiting extreme inequality
title_full_unstemmed A universal model for the Lorenz curve with novel applications for datasets containing zeros and/or exhibiting extreme inequality
title_short A universal model for the Lorenz curve with novel applications for datasets containing zeros and/or exhibiting extreme inequality
title_sort universal model for the lorenz curve with novel applications for datasets containing zeros and/or exhibiting extreme inequality
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10036631/
https://www.ncbi.nlm.nih.gov/pubmed/36959266
http://dx.doi.org/10.1038/s41598-023-31827-x
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