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Asymptotic distributions related to mildly-explosive second order autoregressive models

Probability 2014-10-01 v1 Statistics Theory Statistics Theory

Abstract

In this paper, we consider the normalized least squares estimator of the parameter in a mildly-explosive first-order autoregressive model with dependent errors which are modeled as a mildly-explosive AR(1) process. We prove that the estimator has a Cauchy limit law which provides a bridge between moderate deviation asymptotics and the earlier results on the local to unity and explosive autoregressive models. In particular, the results can be applied to understand the near-integrated second order autoregressive processes. Simulation studies are also carried out to assess the performance of least squares estimation in finite samples.

Keywords

Cite

@article{arxiv.1409.8571,
  title  = {Asymptotic distributions related to mildly-explosive second order autoregressive models},
  author = {Hui Jiang and Mingming Yu and Guangyu Yang},
  journal= {arXiv preprint arXiv:1409.8571},
  year   = {2014}
}

Comments

27pages,10 figures

R2 v1 2026-06-22T06:09:35.322Z