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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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Autor principal: Shao, Liang Frank
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
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
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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.
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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
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