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Revisiting Scaling, Multifractal, and Multiplicative Cascades with the Wavelet Leader Lens
 

Summary: Revisiting Scaling, Multifractal, and Multiplicative Cascades
with the Wavelet Leader Lens
Patrice Abrya, St´ephane Jaffardb and Bruno Lashermes a
aCNRS, UMR5672, Laboratoire de Physique, Ecole Normale Sup´erieure, Lyon, France,
bCNRS, Universit´e Paris XII, Cr´eteil, France.
ABSTRACT
In the recent past years, scaling, random multiplicative cascades, multifractal stochastic processes became com-
mon paradigms used to analyse a large variety of different empirical times series characterised by scale invariance
phenomena or properties. Scale invariance implies that no characteristic scale can be identified in data or equiv-
alently that all scales are equally important. It also means that all scales are in relation ones with the others,
hence the connection to multiplicative cascades, which, by construction, tie together a wide range of scales. Data
with scale invariance are also often characterised by a high irregularity of their sample path. This variability is
usually accounted for by Multifractal analysis. Hence, in applications, the three notions, scaling, multiplicative
cascade and multifractal are often used ones for the others and even confusingly mixed up. These assimilations,
that turned out to be fruitful in the early stages of the study of scaling, are now often responsible for misleading
analysis and erroneous conclusions. Wavelet coefficients have long been used with relevance to analyse scaling.
However, very recently, it has been shown that the analysis of multifractal properties can be significantly im-
proved both conceptually and practically by the use of quantities referred to as wavelet leaders. The goals of this
article are to introduce the wavelet leader based multifractal analysis, to detail its qualities and to show how it
enables an insightful visit of the relationships between scaling, multifractal and multiplicative cascades.

  

Source: Abry, Patrice - Laboratoire de Physique, Ecole Normale Supérieure de Lyon

 

Collections: Engineering