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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Main Authors: Jianbo Gao, Jing Hu, Xiang Mao, Mi Zhou, Brian Gurbaxani, Johnny Lin
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2011-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3189013?pdf=render
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spelling doaj-83efeca4716a4b2ea68acc7940b077942020-11-25T02:05:18ZengPublic Library of Science (PLoS)PLoS ONE1932-62032011-01-01610e2505310.1371/journal.pone.0025053Entropies of negative incomes, Pareto-distributed loss, and financial crises.Jianbo GaoJing HuXiang MaoMi ZhouBrian GurbaxaniJohnny LinHealth 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.http://europepmc.org/articles/PMC3189013?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Jianbo Gao
Jing Hu
Xiang Mao
Mi Zhou
Brian Gurbaxani
Johnny Lin
spellingShingle Jianbo Gao
Jing Hu
Xiang Mao
Mi Zhou
Brian Gurbaxani
Johnny Lin
Entropies of negative incomes, Pareto-distributed loss, and financial crises.
PLoS ONE
author_facet Jianbo Gao
Jing Hu
Xiang Mao
Mi Zhou
Brian Gurbaxani
Johnny Lin
author_sort Jianbo Gao
title Entropies of negative incomes, Pareto-distributed loss, and financial crises.
title_short 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_sort entropies of negative incomes, pareto-distributed loss, and financial crises.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2011-01-01
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.
url http://europepmc.org/articles/PMC3189013?pdf=render
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