DocumentCode :
353601
Title :
Multifractal analysis and α-stable processes: a methodological contribution
Author :
Chainais, Pierre ; Abry, Patrice ; Veitch, Darryl
Author_Institution :
Lab. de Phys., Ecole Normale Superieure de Lyon, France
Volume :
1
fYear :
2000
fDate :
2000
Firstpage :
241
Abstract :
This work is a contribution to the analysis of the procedure, based on wavelet coefficient partition functions, commonly used to estimate the Legendre multifractal spectrum. The procedure is applied to two examples, a fractional Brownian motion in multifractal time and a self-similar α-stable process, whose sample paths exhibit irregularities that by eye appear very close. We observe that, for the second example, this analysis results in a qualitatively inaccurate estimation of its multifractal spectrum, and a related masking of the α-stable nature of the process. We explain the origin of this error through a detailed analysis of the partition functions of the self-similar α-stable process. Such a study is made possible by the specific properties of the wavelet coefficients of such processes. We indicate how the estimation procedure might be modified to avoid such errors
Keywords :
Brownian motion; estimation theory; fractals; signal processing; α-stable processes; Legendre multifractal spectrum; estimation procedure; fractional Brownian motion; irregularities; multifractal analysis; multifractal time; partition functions; related masking; sample path; self-similar α-stable process; wavelet coefficient partition functions; Brownian motion; Data mining; Discrete wavelet transforms; Fractals; Linear regression; Mathematical model; Queueing analysis; Signal analysis; Wavelet analysis; Wavelet coefficients;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
ISSN :
1520-6149
Print_ISBN :
0-7803-6293-4
Type :
conf
DOI :
10.1109/ICASSP.2000.861930
Filename :
861930
Link To Document :
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