Lévy-based Cox point processes

Citation
Hellmund, Gunnar et al., Lévy-based Cox point processes, Advances in applied probability , 40(2), 2008, pp. 603-629
ISSN journal
00018678
Volume
40
Issue
2
Year of publication
2008
Pages
603 - 629
Database
ACNP
SICI code
Abstract
In this paper we introduce Lévy-driven Cox point processes (LCPs) as Cox point processes with driving intensity function . defined by a kernel smoothing of a Lévy basis (an independently scattered, infinitely divisible random measure). We also consider log Lévy-driven Cox point processes (LLCPs) with . equal to the exponential of such a kernel smoothing. Special cases are shot noise Cox processes, log Gaussian Cox processes, and log shot noise Cox processes. We study the theoretical properties of Lévy-based Cox processes, including moment properties described by nth-order product densities, mixing properties, specification of inhomogeneity, and spatio-temporal extensions.