Structural Change Tests in Tail Behaviour and the Asian Crisis

Carmela Quintos, Zhenhong Fan, P. Phillips
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引用次数: 150

Abstract

This paper explores tests of the hypothesis that the tail thickness of a distribution is constant over time. Using Hill's conditional maximum likelihood estimator for the tail index of a distribution, tests of tail shape constancy are constructed that allow for an unknown breakpoint. The recursive test is shown to be inconsistent in one direction, and only a one-sided test is recommended. Specifically, the test can be used when the alternative hypothesis is that the tail index decreases over time. A rolling and sequential version of the test is consistent in both directions. The methods are illustrated on recent stock price data for Thailand, Malaysia and Indonesia. The period covers the recent Asian financial crisis and enables us to assess whether breakpoints in domestic asset return distributions are related to known changes in institutional arrangements in the foreign currency markets of these countries.
尾部行为的结构变化测试与亚洲金融危机
本文探讨了分布尾部厚度随时间不变这一假设的检验。利用分布尾部指数的Hill条件极大似然估计量,构造了允许未知断点的尾部形状常数检验。递归检验显示在一个方向上不一致,建议只进行单侧检验。具体来说,当备选假设是尾部指数随时间下降时,可以使用该检验。滚动和顺序版本的测试在两个方向上都是一致的。这些方法以泰国、马来西亚和印度尼西亚最近的股价数据为例。这一时期涵盖了最近的亚洲金融危机,使我们能够评估国内资产回报分布的断点是否与这些国家外汇市场制度安排的已知变化有关。
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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