An Estimate of the Fractal Index Using Multiscale Aggregates
We study a family of estimators of the fractal index of a Gaussian process based on the quadratic deviations at different aggregation scales. The estimators are convergent and asymptotically Gaussian when suitably normalized. Confidence intervals are provided. These asymptotic results hold for a lar...
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Veröffentlicht in: | Journal of time series analysis 1998-03, Vol.19 (2), p.221-233 |
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Hauptverfasser: | , |
Format: | Artikel |
Sprache: | eng |
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Online-Zugang: | Volltext |
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Zusammenfassung: | We study a family of estimators of the fractal index of a Gaussian process based on the quadratic deviations at different aggregation scales. The estimators are convergent and asymptotically Gaussian when suitably normalized. Confidence intervals are provided. These asymptotic results hold for a large family of stationary‐increment models including fractional Brownian motions with square‐integrable spectral density. The estimates are applied to the analysis of an electrical signal |
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ISSN: | 0143-9782 1467-9892 |
DOI: | 10.1111/1467-9892.00087 |