Statistical estimation for multiplicative cascades

Citation
M. Ossiander et Ec. Waymire, Statistical estimation for multiplicative cascades, ANN STATIST, 28(6), 2000, pp. 1533-1560
Citations number
30
Categorie Soggetti
Mathematics
Journal title
ANNALS OF STATISTICS
ISSN journal
00905364 → ACNP
Volume
28
Issue
6
Year of publication
2000
Pages
1533 - 1560
Database
ISI
SICI code
0090-5364(200012)28:6<1533:SEFMC>2.0.ZU;2-F
Abstract
The probability distribution of the cascade generators in a random multipli cative cascade represents a hidden parameter which is reflected in the fine scale limiting behavior of the scaling exponents (sample moments) of a sin gle sample cascade realization as a.s. constants. We identify a large class of cascade generators uniquely determined by these scaling exponents. For this class we provide both asymptotic consistency and confidence intervals for two different estimators of the cumulant generating function (log Lapla ce transform) of the cascade generator distribution. These results are deri ved from investigation of the convergence properties of the fine scale samp le moments of a single cascade realization.