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多元自回归指数模型的一些结果

Some Results on Multivariate Autoregressive Index Models

Biometrika · 1983
被引 15
ABS 4

中文导读

研究了如何用少量指数序列来概括多元自回归时间序列中的历史信息,用于预测,并讨论了最大似然估计和估计量的渐近性质,附有数值例子。

Abstract

We discuss methods for modelling multivariate autoregressive time series in terms of a smaller number of index series which are chosen to provide as complete a summary as possible of the past information contained in the original series necessary for prediction purposes. The maximum likelihood method of estimation and asymptotic properties of estimators of the coefficients which determine the index variables, a well as the corresponding autoregressive coefficients, are discussed. A numerical example is presented to illustrate the use of the autoregressive index models.

时间序列分析多元统计计量经济学自回归模型