Abstract
The classical notion of self-similarity (ss) for random X(t) as invariance under the group of positive affine transformations {X→ arX, t→rt; ar>0} is extended by allowing ar to be a random variable. The resulting property of "stochastic self-similarity" (sss) is applied to both ordinary and generalized random processes in Rd, d≥1. The class of sss processes seems to correspond to that of multifractal processes (the latter are variously defined in the literature). The spectral measures of ordinary and generalized sss processes are themselves stochastically self-similar. Two characterizations of ss processes by Lamperti are extended to the sss case and several basic properties of ordinary and generalized sss processes are derived.
References
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Dates
Type | When |
---|---|
Created | 22 years, 4 months ago (April 22, 2003, 7:50 a.m.) |
Deposited | 6 years ago (Aug. 6, 2019, 5:52 p.m.) |
Indexed | 1 year, 10 months ago (Oct. 17, 2023, 10:23 a.m.) |
Issued | 26 years, 6 months ago (March 1, 1999) |
Published | 26 years, 6 months ago (March 1, 1999) |
Published Online | 13 years, 9 months ago (Nov. 20, 2011) |
Published Print | 26 years, 6 months ago (March 1, 1999) |
@article{VENEZIANO_1999, title={BASIC PROPERTIES AND CHARACTERIZATION OF STOCHASTICALLY SELF-SIMILAR PROCESSES IN Rd}, volume={07}, ISSN={1793-6543}, url={http://dx.doi.org/10.1142/s0218348x99000086}, DOI={10.1142/s0218348x99000086}, number={01}, journal={Fractals}, publisher={World Scientific Pub Co Pte Lt}, author={VENEZIANO, DANIELE}, year={1999}, month=mar, pages={59–78} }