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Entropies of Negative Incomes, Pareto-Distributed Loss, and Financial Crises

Health monitoring of world economy is an important issue, especially in a time of profound economic difficulty world-wide. The most important aspect of health monitoring is to accurately predict economic downturns. To gain insights into how economic crises develop, we present two metrics, positive a...

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Autores principales: Gao, Jianbo, Hu, Jing, Mao, Xiang, Zhou, Mi, Gurbaxani, Brian, Lin, Johnny
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3189013/
https://www.ncbi.nlm.nih.gov/pubmed/22007270
http://dx.doi.org/10.1371/journal.pone.0025053
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author Gao, Jianbo
Hu, Jing
Mao, Xiang
Zhou, Mi
Gurbaxani, Brian
Lin, Johnny
author_facet Gao, Jianbo
Hu, Jing
Mao, Xiang
Zhou, Mi
Gurbaxani, Brian
Lin, Johnny
author_sort Gao, Jianbo
collection PubMed
description Health monitoring of world economy is an important issue, especially in a time of profound economic difficulty world-wide. The most important aspect of health monitoring is to accurately predict economic downturns. To gain insights into how economic crises develop, we present two metrics, positive and negative income entropy and distribution analysis, to analyze the collective “spatial” and temporal dynamics of companies in nine sectors of the world economy over a 19 year period from 1990–2008. These metrics provide accurate predictive skill with a very low false-positive rate in predicting downturns. The new metrics also provide evidence of phase transition-like behavior prior to the onset of recessions. Such a transition occurs when negative pretax incomes prior to or during economic recessions transition from a thin-tailed exponential distribution to the higher entropy Pareto distribution, and develop even heavier tails than those of the positive pretax incomes. These features propagate from the crisis initiating sector of the economy to other sectors.
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spelling pubmed-31890132011-10-17 Entropies of Negative Incomes, Pareto-Distributed Loss, and Financial Crises Gao, Jianbo Hu, Jing Mao, Xiang Zhou, Mi Gurbaxani, Brian Lin, Johnny PLoS One Research Article Health monitoring of world economy is an important issue, especially in a time of profound economic difficulty world-wide. The most important aspect of health monitoring is to accurately predict economic downturns. To gain insights into how economic crises develop, we present two metrics, positive and negative income entropy and distribution analysis, to analyze the collective “spatial” and temporal dynamics of companies in nine sectors of the world economy over a 19 year period from 1990–2008. These metrics provide accurate predictive skill with a very low false-positive rate in predicting downturns. The new metrics also provide evidence of phase transition-like behavior prior to the onset of recessions. Such a transition occurs when negative pretax incomes prior to or during economic recessions transition from a thin-tailed exponential distribution to the higher entropy Pareto distribution, and develop even heavier tails than those of the positive pretax incomes. These features propagate from the crisis initiating sector of the economy to other sectors. Public Library of Science 2011-10-03 /pmc/articles/PMC3189013/ /pubmed/22007270 http://dx.doi.org/10.1371/journal.pone.0025053 Text en Gao et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Gao, Jianbo
Hu, Jing
Mao, Xiang
Zhou, Mi
Gurbaxani, Brian
Lin, Johnny
Entropies of Negative Incomes, Pareto-Distributed Loss, and Financial Crises
title Entropies of Negative Incomes, Pareto-Distributed Loss, and Financial Crises
title_full Entropies of Negative Incomes, Pareto-Distributed Loss, and Financial Crises
title_fullStr Entropies of Negative Incomes, Pareto-Distributed Loss, and Financial Crises
title_full_unstemmed Entropies of Negative Incomes, Pareto-Distributed Loss, and Financial Crises
title_short Entropies of Negative Incomes, Pareto-Distributed Loss, and Financial Crises
title_sort entropies of negative incomes, pareto-distributed loss, and financial crises
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3189013/
https://www.ncbi.nlm.nih.gov/pubmed/22007270
http://dx.doi.org/10.1371/journal.pone.0025053
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