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An Estimate of the Fractal Index Using Multiscale Aggregates
Authors:John-Michel Poggi  & Marie-Claude Viano
Affiliation:Universitéde Paris Sud and UniversitéParis-V,;Universitéde Paris Sud and Universitédes Sciences et Technologies de Lille
Abstract: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
Keywords:Confidence interval  estimation of fractal index  fractional Brownian motion  long and intermediate memory  self-similarity
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