COMPUTATION OF SHOT-NOISE PROBABILITY-DISTRIBUTIONS AND DENSITIES

Authors
Citation
Ja. Gubner, COMPUTATION OF SHOT-NOISE PROBABILITY-DISTRIBUTIONS AND DENSITIES, SIAM journal on scientific computing, 17(3), 1996, pp. 750-761
Citations number
19
Categorie Soggetti
Computer Sciences",Mathematics
ISSN journal
10648275
Volume
17
Issue
3
Year of publication
1996
Pages
750 - 761
Database
ISI
SICI code
1064-8275(1996)17:3<750:COSPAD>2.0.ZU;2-1
Abstract
The computation of the cumulative distribution (cdf), the complementar y cdf (ccdf), and the density of certain shot-noise random variables i s discussed. After subtracting off a few terms that can be computed in closed form, what remains can be approximated by a general method for approximating samples of a cdf or ccdf by summing a Fourier series wh ose coefficients are modulated samples of their characteristic functio n. To approximate the density, a spline is fit to the cdf samples and then differentiated. When the density has corners, it is important tha t the spline have coincident knots at these locations. For shot-noise densities, these locations are easily identified.