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The first moment of income density functions and estimation of single-parametric Lorenz curves
This paper discusses the first moment, i.e., the mean income point, of income density functions and the estimation of single-parametric Lorenz curves. The mean income point is implied by an income density function and associated with a single-parametric Lorenz function. The boundary of the mean inco...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Public Library of Science
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9231794/ https://www.ncbi.nlm.nih.gov/pubmed/35749372 http://dx.doi.org/10.1371/journal.pone.0267828 |
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author | Shao, Liang Frank |
author_facet | Shao, Liang Frank |
author_sort | Shao, Liang Frank |
collection | PubMed |
description | This paper discusses the first moment, i.e., the mean income point, of income density functions and the estimation of single-parametric Lorenz curves. The mean income point is implied by an income density function and associated with a single-parametric Lorenz function. The boundary of the mean income point can show the flexibility of a parametric Lorenz function. I minimize the sum of squared errors in fitting both grouped income data and the mean income point and identify the best parametric Lorenz function using a large panel dataset. I find that each parametric Lorenz function may do a better job than others in fitting particular grouped data; however, a zero- and unit-modal single-parametric Lorenz function is identified to be the best of eight typical optional functions in fitting most (666 out of 969) observations of a large panel dataset. I perform a Monte Carlo simulation as a robustness check of the empirical estimation. |
format | Online Article Text |
id | pubmed-9231794 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-92317942022-06-25 The first moment of income density functions and estimation of single-parametric Lorenz curves Shao, Liang Frank PLoS One Research Article This paper discusses the first moment, i.e., the mean income point, of income density functions and the estimation of single-parametric Lorenz curves. The mean income point is implied by an income density function and associated with a single-parametric Lorenz function. The boundary of the mean income point can show the flexibility of a parametric Lorenz function. I minimize the sum of squared errors in fitting both grouped income data and the mean income point and identify the best parametric Lorenz function using a large panel dataset. I find that each parametric Lorenz function may do a better job than others in fitting particular grouped data; however, a zero- and unit-modal single-parametric Lorenz function is identified to be the best of eight typical optional functions in fitting most (666 out of 969) observations of a large panel dataset. I perform a Monte Carlo simulation as a robustness check of the empirical estimation. Public Library of Science 2022-06-24 /pmc/articles/PMC9231794/ /pubmed/35749372 http://dx.doi.org/10.1371/journal.pone.0267828 Text en © 2022 Liang Frank Shao 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 Shao, Liang Frank The first moment of income density functions and estimation of single-parametric Lorenz curves |
title | The first moment of income density functions and estimation of single-parametric Lorenz curves |
title_full | The first moment of income density functions and estimation of single-parametric Lorenz curves |
title_fullStr | The first moment of income density functions and estimation of single-parametric Lorenz curves |
title_full_unstemmed | The first moment of income density functions and estimation of single-parametric Lorenz curves |
title_short | The first moment of income density functions and estimation of single-parametric Lorenz curves |
title_sort | first moment of income density functions and estimation of single-parametric lorenz curves |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9231794/ https://www.ncbi.nlm.nih.gov/pubmed/35749372 http://dx.doi.org/10.1371/journal.pone.0267828 |
work_keys_str_mv | AT shaoliangfrank thefirstmomentofincomedensityfunctionsandestimationofsingleparametriclorenzcurves AT shaoliangfrank firstmomentofincomedensityfunctionsandestimationofsingleparametriclorenzcurves |