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Wavelet Leaders: A new method to estimate the multifractal singularity spectra
Authors:E Serrano
Institution:a Centro de Matemática Aplicada, ECyT, Universidad Nacional de San Martín, Irigoyen 3100, San Martín, Pcia. de Buenos Aires, Argentina
b Instituto del Desarrollo Humano, Universidad Nacional de General Sarmiento, Juan María Gutiérrez 1150, Los Polvorines, Pcia. de Buenos Aires, Argentina
Abstract:Wavelet Leaders is a novel alternative based on wavelet analysis for estimating the Multifractal Spectrum. It was proposed by Jaffard and co-workers improving the usual wavelet methods. In this work, we analyze and compare it with the well known Multifractal Detrended Fluctuation Analysis. The latter is a comprehensible and well adapted method for natural and weakly stationary signals. Alternatively, Wavelet Leaders exploits the wavelet self-similarity structures combined with the Multiresolution Analysis scheme. We give a brief introduction on the multifractal formalism and the particular implementation of the above methods and we compare their effectiveness. We expose several cases: Cantor measures, Binomial Multiplicative Cascades and also natural series from a tonic-clonic epileptic seizure. We analyze the results and extract the conclusions.
Keywords:64  60  al  43  60  Hj  98  75  -k
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