Slow-explosive AR(1) processes converging to random walk
  • Kim, Tae Yoon
  • Hwang, Sun Young
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초록

This article investigates slow-explosive AR(1) processes, which converge to a random walk (RW) process with logarithm rates, to fill the gap between nearly non-stationary AR(1) and moderately deviated AR(1) processes, and derives the asymptotics of the least squares estimator using central limit theorems for (reduced) U-statistic. We successfully establish the smooth link between the nearly non-stationary AR(1) and the moderately deviated AR(1) processes. Some novel results are reported, which include the convergence of the least squares estimator to a biased fractional Brownian motion.

키워드

Slow-explosive AR(1)U-statisticRandom WalkINFERENCE
제목
Slow-explosive AR(1) processes converging to random walk
저자
Kim, Tae YoonHwang, Sun Young
DOI
10.1080/03610926.2019.1568486
발행일
2020-05
유형
Article
저널명
Communications in Statistics - Theory and Methods
49
9
페이지
2094 ~ 2109