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Moderate Deviation Principles for Empirical Covariance in the Neighbourhood of the Unit Root
Authors:Yu Miao  Yanling Wang  Guangyu Yang
Affiliation:1. College of Mathematics and Information ScienceHenan Normal University;2. School of Mathematics and StatisticsZhengzhou University
Abstract:In this paper, we consider the linear autoregressive model with varying coefficients θn∈[0,1). When θn tending to the unit root, the moderate deviation principle for empirical covariance is discussed, and as statistical applications, we provide the moderate deviation estimates of the least square and the Yule–Walker estimators of the parameter θn.
Keywords:autoregressive model  empirical covariance  moderate deviation principles  unit root
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