MULTISCALE REPRESENTATION AND ESTIMATION OF FRACTAL POINT-PROCESSES

Authors
Citation
Wm. Lam et Gw. Wornell, MULTISCALE REPRESENTATION AND ESTIMATION OF FRACTAL POINT-PROCESSES, IEEE transactions on signal processing, 43(11), 1995, pp. 2606-2617
Citations number
16
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
1053587X
Volume
43
Issue
11
Year of publication
1995
Pages
2606 - 2617
Database
ISI
SICI code
1053-587X(1995)43:11<2606:MRAEOF>2.0.ZU;2-S
Abstract
Fractal point processes have a potentially important role to play in t he modeling of a wide range of natural and manmade phenomena. However, the lack of a suitable framework for their representation has frequen tly made their application in many problems difficult. We introduce na tural multiscale representations for an important class of these proce sses based on mixtures of Poisson processes. In turn, this framework l eads to efficient new algorithms for both the synthesis and the analys is of such processes. These include algorithms for optimal fractal dim ension and interarrival time estimation that are of interest in a rang e of applications. Several aspects of the performance of these algorit hms are also addressed.