The (De)merits of using Integral Transforms in Predicting Structural Break Points 

IF 0.4 Q4 ECONOMICS
Katlego Kola, Tumellano Sebehela
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引用次数: 0

Abstract

The structural break points of returns and volatility are generally illustrated by using uni-and-multivariate time series models. Despite the elegance of uni-and-multivariate models, the interchangeability of different structural break points is not well accounted for in those models. This study uses integral transforms (Fourier and Laplace) to illustrate the interchangeability of structural break points of indices. Furthermore, structural break points are validated with commonly used unit root structural break tests [(i) augmented Dickey Fuller (ADF), (ii) ADF-generalized least squares (GLS), Phillips Perron (PP) 1988 and Zivot-Andrews (ZA) 1992 tests]. The results illustrate persistent interchangeability and interconnectedness patterns of structural break points throughout the time series. Moreover, the structural break points tests confirm the findings of the integral transforms.
利用积分变换预测结构断点的优点
收益率和波动性的结构断点通常用单变量和多变量时间序列模型来表示。尽管单变量和多变量模型很优雅,但在这些模型中,不同结构断点的互换性并没有得到很好的考虑。本研究使用积分变换(傅里叶变换和拉普拉斯变换)来说明指标结构断点的互换性。此外,用常用的单位根结构断裂试验验证了结构断点[(i)增广Dickey Fuller (ADF), (ii) ADF-广义最小二乘(GLS), Phillips Perron (PP) 1988和Zivot-Andrews (ZA) 1992检验]。结果表明,在整个时间序列中,结构断点的持续互换性和相互关联性模式。此外,结构断点试验证实了积分变换的结果。
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
0.80
自引率
14.30%
发文量
10
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