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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-statistic; Random Walk; INFERENCE
- 제목
- Slow-explosive AR(1) processes converging to random walk
- 저자
- Kim, Tae Yoon; Hwang, Sun Young
- 발행일
- 2020-05
- 유형
- Article
- 권
- 49
- 호
- 9
- 페이지
- 2094 ~ 2109