Chaotic Structure of Oil Prices, Inflation and Unemployment.

IF 0.6 4区 心理学 Q4 PSYCHOLOGY, MATHEMATICAL Nonlinear Dynamics Psychology and Life Sciences Pub Date : 2019-07-01
Melike E Bildirici, Fulya Ozaksoy Sonustun
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Abstract

This article investigates the chaotic relationship among inflation rate, unemployment rate and oil prices over the period of January, 1974-October, 2018 in the USA. This study complements the previous studies on this subject. However, it differs from the existing literature in examination of inflation-unemployment trade-off by a neural network model in which oil prices are considered as an exogenous variable, and in analyzing the chaotic causality relation among the variables by Hristu-Varsakelis and Kyrtsou and Bai nonlinear causality tests. The results first suggested by a class of neural network model, which was the multi-layer perceptron (MLP), pointed out an important relation among the analyzed variables. Accordingly, oil price changes have substantial effect on unemployment and inflation. Following, the empirical findings of Hristu-Varsakelis and Kyrtsou and Bai nonlinear causality tests show that there is a unidirectional chaotic relation from oil price to inflation, from oil price to unemployment and from inflation to unemployment.

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石油价格、通货膨胀和失业的混沌结构。
本文研究了1974年1月至2018年10月期间美国通货膨胀率、失业率和油价之间的混沌关系。这项研究补充了先前对这一课题的研究。但与现有文献不同的是,本文采用神经网络模型将油价作为外生变量来检验通胀-失业权衡,采用hritu - varsakelis和Kyrtsou and Bai非线性因果检验分析变量之间的混沌因果关系。结果首先由一类神经网络模型,即多层感知器(MLP)提出,指出了被分析变量之间的重要关系。因此,油价变化对失业率和通货膨胀有实质性影响。随后,Hristu-Varsakelis和Kyrtsou and Bai非线性因果检验的实证结果表明,油价与通货膨胀、油价与失业、通货膨胀与失业之间存在单向混沌关系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
1.40
自引率
11.10%
发文量
26
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