Change point tests in functional factor models with application to yield curves

IF 2.9 4区 经济学 Q1 ECONOMICS Econometrics Journal Pub Date : 2016-10-10 DOI:10.1111/ectj.12075
Patrick Bardsley, Lajos Horváth, Piotr Kokoszka, Gabriel Young
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引用次数: 14

Abstract

Motivated by the problem of the detection of a change point in the mean structure of yield curves, we introduce several methods to test the null hypothesis that the mean structure of a time series of curves does not change. The mean structure does not refer merely to the level of the curves, but also to their range and other aspects of their shape, most prominently concavity. The performance of the tests depends on whether possible break points in the error structure, which refers to the random variability in the aspects of the curves listed above, are taken into account or not. If they are not taken into account, then an existing change point in the mean structure may fail to be detected with a large probability. The paper contains a complete asymptotic theory, a simulation study and illustrative data examples, as well as details of the numerical implementation of the testing procedures.

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功能因子模型的变点检验及其在产量曲线上的应用
针对收益率曲线平均结构变化点的检测问题,介绍了几种检验时间序列曲线平均结构不变化的零假设的方法。平均结构不仅指曲线的水平,还指它们的范围和形状的其他方面,最突出的是凹凸度。测试的性能取决于是否考虑误差结构中可能的断点,即上述曲线各方面的随机可变性。如果不考虑它们,那么平均结构中存在的变化点可能会以很大的概率无法被检测到。本文包含完整的渐近理论,仿真研究和说明性数据示例,以及详细的数值实现测试程序。
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
Econometrics Journal
Econometrics Journal 管理科学-数学跨学科应用
CiteScore
4.20
自引率
5.30%
发文量
25
审稿时长
>12 weeks
期刊介绍: The Econometrics Journal was established in 1998 by the Royal Economic Society with the aim of creating a top international field journal for the publication of econometric research with a standard of intellectual rigour and academic standing similar to those of the pre-existing top field journals in econometrics. The Econometrics Journal is committed to publishing first-class papers in macro-, micro- and financial econometrics. It is a general journal for econometric research open to all areas of econometrics, whether applied, computational, methodological or theoretical contributions.
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