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Lattice–Gas–Automaton Modeling of Income Distribution
A simple and effective lattice–gas–automaton (LGA) economic model is proposed for the income distribution. It consists of four stages: random propagation, economic transaction, income tax, and charity. Two types of discrete models are introduced: two-dimensional four-neighbor model (D2N4) and D2N8....
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7517329/ https://www.ncbi.nlm.nih.gov/pubmed/33286549 http://dx.doi.org/10.3390/e22070778 |
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author | Cui, Lijie Lin, Chuandong |
author_facet | Cui, Lijie Lin, Chuandong |
author_sort | Cui, Lijie |
collection | PubMed |
description | A simple and effective lattice–gas–automaton (LGA) economic model is proposed for the income distribution. It consists of four stages: random propagation, economic transaction, income tax, and charity. Two types of discrete models are introduced: two-dimensional four-neighbor model (D2N4) and D2N8. For the former, an agent either remains motionless or travels to one of its four neighboring empty sites randomly. For the latter, the agent may travel to one of its nearest four sites or the four diagonal sites. Afterwards, an economic transaction takes place randomly when two agents are located in the nearest (plus the diagonal) neighboring sites for the D2N4 (D2N8). During the exchange, the Matthew effect could be taken into account in the way that the rich own a higher probability of earning money than the poor. Moreover, two kinds of income tax models are incorporated. One is the detailed taxable income brackets and rates, and the other is a simplified tax model based on a fitting power function. Meanwhile, charity is considered with the assumption that a richer agent donates a part of his income to charity with a certain probability. Finally, the LGA economic model is validated by using two kinds of benchmarks. One is the income distributions of individual agents and two-earner families in a free market. The other is the shares of total income in the USA and UK, respectively. Besides, impacts of the Matthew effect, income tax and charity upon the redistribution of income are investigated. It is confirmed that the model has the potential to offer valuable references for formulating financial laws and regulations. |
format | Online Article Text |
id | pubmed-7517329 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75173292020-11-09 Lattice–Gas–Automaton Modeling of Income Distribution Cui, Lijie Lin, Chuandong Entropy (Basel) Article A simple and effective lattice–gas–automaton (LGA) economic model is proposed for the income distribution. It consists of four stages: random propagation, economic transaction, income tax, and charity. Two types of discrete models are introduced: two-dimensional four-neighbor model (D2N4) and D2N8. For the former, an agent either remains motionless or travels to one of its four neighboring empty sites randomly. For the latter, the agent may travel to one of its nearest four sites or the four diagonal sites. Afterwards, an economic transaction takes place randomly when two agents are located in the nearest (plus the diagonal) neighboring sites for the D2N4 (D2N8). During the exchange, the Matthew effect could be taken into account in the way that the rich own a higher probability of earning money than the poor. Moreover, two kinds of income tax models are incorporated. One is the detailed taxable income brackets and rates, and the other is a simplified tax model based on a fitting power function. Meanwhile, charity is considered with the assumption that a richer agent donates a part of his income to charity with a certain probability. Finally, the LGA economic model is validated by using two kinds of benchmarks. One is the income distributions of individual agents and two-earner families in a free market. The other is the shares of total income in the USA and UK, respectively. Besides, impacts of the Matthew effect, income tax and charity upon the redistribution of income are investigated. It is confirmed that the model has the potential to offer valuable references for formulating financial laws and regulations. MDPI 2020-07-17 /pmc/articles/PMC7517329/ /pubmed/33286549 http://dx.doi.org/10.3390/e22070778 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Cui, Lijie Lin, Chuandong Lattice–Gas–Automaton Modeling of Income Distribution |
title | Lattice–Gas–Automaton Modeling of Income Distribution |
title_full | Lattice–Gas–Automaton Modeling of Income Distribution |
title_fullStr | Lattice–Gas–Automaton Modeling of Income Distribution |
title_full_unstemmed | Lattice–Gas–Automaton Modeling of Income Distribution |
title_short | Lattice–Gas–Automaton Modeling of Income Distribution |
title_sort | lattice–gas–automaton modeling of income distribution |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7517329/ https://www.ncbi.nlm.nih.gov/pubmed/33286549 http://dx.doi.org/10.3390/e22070778 |
work_keys_str_mv | AT cuilijie latticegasautomatonmodelingofincomedistribution AT linchuandong latticegasautomatonmodelingofincomedistribution |