稳定过程自正则周期图的一些极限理论

Some Limit Theory for the Self-normalised Periodogram of Stable Processes

Scandinavian Journal of Statistics · 1994
被引 37
ABS 3

中文导读

研究了基于p稳定分布移动平均过程的自正则周期图的弱收敛性,并证明平滑版本可一致估计归一化传递函数,适用于任意p∈(0,2]。

Abstract

Let X(t) = Sigma(j)(infinity) = (-infinity) psi(j)Z(t-j) be a discrete moving average process based on i.i.d. random variables (Z(t),)(t epsilon Z) with common distribution function from the domain of normal attraction of a p-stable law (0 <p less than or equal to 2). We prove weak convergence of the self-normalised periodogram [GRAPJICS] Furthermore, we show that smoothed versions of ($) over bar I-n,(X)(lambda) provide consistent estimates for the normalised transfer function for any p epsilon (0, 2] independent of p.

时间序列分析谱分析极限理论稳定分布