Monitoring multivariate time series

被引:14
作者
Hoga, Yannick [1 ]
机构
[1] Univ Duisburg Essen, Fac Econ & Business Adm, Univ Str 12, D-45117 Essen, Germany
关键词
Online-monitoring; CUSUM; Change points; Invariance principle; Ratio-type detector; INVARIANCE-PRINCIPLES; VARIANCE; BREAKS;
D O I
10.1016/j.jmva.2016.12.003
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We derive online-monitoring cumulative sum (CUSUM) procedures for change points in multivariate time series. These procedures rely on recent advances in sharp multivariate strong invariance principles. Theoretical results show gains in power and shorter detection times to result from monitoring a multivariate time series instead of just one of its components. To sidestep the issue of estimating long-run covariance matrices, we employ a ratio-type detector. Using this approach, simulations show that the theoretical (asymptotic) advantages also show up in finite samples. An empirical application to S&P 500 log returns shows that the faster detection can also be economically significant. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:105 / 121
页数:17
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