학술논문

Temporal Aggregation and Bandwidth selection in estimating long memory
Document Type
redif-article
Source
Wiley Blackwell, Journal of Time Series Analysis. 28(5):701-722
Subject
Language
English
Abstract
This article aims at showing that a temporal aggregation and a specific bandwidth reduction lead to the same asymptotic properties in estimating long memory by Geweke and Porter‐Hudak's [Journal of Time Series Analysis (1983) vol. 4, pp. 221–237] and Robinson's [Annals of Statistics (1995b) vol. 23, pp. 1630–1661] estimators. In other words, irrespective of the level of temporal aggregation, the asymptotic properties of the estimator are uniquely determined by the number of periodogram ordinates used in the estimation, provided some mild additional assumptions are imposed. Monte Carlo simulations show that this result is a good approximation in finite samples. A real example with the daily US Dollar/French Franc exchange rate series is also provided.