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
Hauptverfasser: Poggi, John-Michel, Viano, Marie-Claude
Format: Artikel
Sprache:eng
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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
ISSN:0143-9782
1467-9892
DOI:10.1111/1467-9892.00087