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Limit theory for random coefficient first-order autoregressive process under martingale difference error sequence
Authors:Zhi-Wen Zhao  De-Hui WangYong Zhang
Institution:
  • a College of Mathematics, Jilin University, Changchun 130012, PR China
  • b College of Mathematics, Jilin Normal University, Siping 136000, PR China
  • Abstract:Phillips and Magdalinos (2007) 1] gave the asymptotic theory for autoregressive time series with a root of the form ρn=1+c/kn, where kn is a deterministic sequence. In this paper, an extension to the more general case where the coefficients of an AR(1) model is a random variable and the error sequence is a sequence of martingale differences is discussed. A conditional least squares estimator of the autoregressive coefficient is derived and shown to be asymptotically normal. This extends the result of Phillips and Magdalinos (2007) 1] for stationary and near-stationary cases.
    Keywords:60F05
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