Title :
Wavelet based estimator for the self-similarity parameter of α-stable processes
Author :
Abry, Patrice ; Delbeke, Lieve ; Flandrin, Patrick
Author_Institution :
ENS, CNRS, Lyon, France
Abstract :
We, study self-similar processes with possibly infinite second order statistics and long-range dependence. To do so, we detail the statistical properties of the wavelet coefficients of α-stable self similar processes, used as a paradigm for those situations. We, then, propose a wavelet based estimator for the self-similarity parameter and analyse its statistical performance both theoretically and numerically. We show that it is unbiased, that its variance decreases as the inverse of the length of the data and that it can be easily implemented
Keywords :
fractals; parameter estimation; stability; statistical analysis; wavelet transforms; α-stable self similar processes; infinite second order statistics; inverse data length; long-range dependence; self-similarity parameter; statistical performance; statistical properties; symmetric α-stable processes; unbiased estimator; variance; wavelet based estimator; wavelet coefficients; Brownian motion; Data analysis; ISO; Mathematics; Performance analysis; Statistical analysis; Statistics; Wavelet analysis; Wavelet coefficients; Wavelet transforms;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1999. Proceedings., 1999 IEEE International Conference on
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-5041-3
DOI :
10.1109/ICASSP.1999.756328