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自回归滑动平均估计的一种方法

A Method for Autoregressive-Moving Average Estimation

Biometrika · 1984
被引 3
ABS 4

中文导读

研究了自回归滑动平均系统的估计问题,包括自回归和滑动平均滞后阶数的估计,基于Hannan & Rissanen (1982)的方法并修正了其可能过度估计阶数的缺陷。

Abstract

The problem considered is that of estimating an autoregressive-moving average system, including estimating the degrees of the autoregressive and moving average lag operators. The basic method is that introduced by Hannan & Rissanen (1982). However, that method may sometimes overestimate the degrees and modifications are here introduced to correct this. The problem is itself due to the use of a long autoregression, of order clogT when T is large, in the first stage of the process. The effect of this is investigated and in particular its effect on the speed of convergence of the estimates.

时间序列计量经济学统计学自回归滑动平均模型