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A bootstrapped spectral test for adequacy in weak ARMA models
Zhu, Ke1; Li, Wai Keung2
2015-07-01
发表期刊JOURNAL OF ECONOMETRICS
ISSN0304-4076
卷号187期号:1页码:113-130
摘要This paper proposes a Cramer-von Mises (CM) test statistic to check the adequacy of weak ARMA models. Without posing a martingale difference assumption on the error terms, the asymptotic null distribution of the CM test is obtained. Moreover, this CM test is consistent, and has nontrivial power against the local alternative of order n(-1/2). Due to the unknown dependence of error terms and the estimation effects, a new block-wise random weighting method is constructed to bootstrap the critical values of the test statistic. The new method is easy to implement and its validity is justified. The theory is illustrated by a small simulation study and an application to S&P 500 stock index. (C) 2015 Elsevier B.V. All rights reserved.
关键词Block-wise random weighting method Diagnostic checking Least squares estimation Spectral test Weak ARMA models Wild bootstrap
DOI10.1016/j.jeconom.2015.02.005
语种英语
资助项目Research Grants Council of the Hong Kong SAR Government, GRF grant[HKU703711P] ; National Natural Science Foundation of China[11201459] ; Academy of Mathematics and Systems Science, CAS[2014-cjrwlzx-zk] ; Key Laboratory of RCSDS, CAS
WOS研究方向Business & Economics ; Mathematics ; Mathematical Methods In Social Sciences
WOS类目Economics ; Mathematics, Interdisciplinary Applications ; Social Sciences, Mathematical Methods
WOS记录号WOS:000356194000008
出版者ELSEVIER SCIENCE SA
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/19946
专题国家数学与交叉科学中心
通讯作者Li, Wai Keung
作者单位1.Chinese Acad Sci, Inst Appl Math, Beijing, Peoples R China
2.Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China
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Zhu, Ke,Li, Wai Keung. A bootstrapped spectral test for adequacy in weak ARMA models[J]. JOURNAL OF ECONOMETRICS,2015,187(1):113-130.
APA Zhu, Ke,&Li, Wai Keung.(2015).A bootstrapped spectral test for adequacy in weak ARMA models.JOURNAL OF ECONOMETRICS,187(1),113-130.
MLA Zhu, Ke,et al."A bootstrapped spectral test for adequacy in weak ARMA models".JOURNAL OF ECONOMETRICS 187.1(2015):113-130.
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