Time-Varying Long Memory Parameter Estimation Based on Wavelets
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Abstract
Stationary long memory process has been widely studied in the literature. In this article, we considered the locally stationary long memory process with time-varying memory parameter. A new wavelet-based algorithm was developed using log-linear relationship between the wavelet coefficient variance and the scaling parameter. The consistency and the finite sample behavior of the estimator have also been studied, which provide a good reference for the practitioner and researchers. The new algorithm has also been applied to the YEN/USD exchange rate series, which leads to some interesting results.
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