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The CUSUM statistics of change-point models based on dependent sequences.


ABSTRACT: In this paper, we investigate the mean change-point models based on associated sequences. Under some weak conditions, we obtain a limit distribution of CUSUM statistic which can be used to judge the mean change-mount δn is satisfied or dissatisfied n1/2δn=o(1) . We also study the consistency of sample covariances and change-point location statistics. Based on Normality and Lognormality data, some simulations such as empirical sizes, empirical powers and convergence are presented to test our results. As an important application, we use CUSUM statistics to do the mean change-point analysis for a financial series.

SUBMITTER: Ding S 

PROVIDER: S-EPMC9225615 | biostudies-literature | 2022

REPOSITORIES: biostudies-literature

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The CUSUM statistics of change-point models based on dependent sequences.

Ding Saisai S   Fang Hongyan H   Dong Xiang X   Yang Wenzhi W  

Journal of applied statistics 20210412 10


In this paper, we investigate the mean change-point models based on associated sequences. Under some weak conditions, we obtain a limit distribution of CUSUM statistic which can be used to judge the mean change-mount δ n is satisfied or dissatisfied n 1 / 2 δ n = o ( 1 ) . We also study the consistency of sample covariances and change-point location statistics. Based on Normality and Lognormality data, some simulations such as empirical sizes, empirical powers and convergence are presented to  ...[more]

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