Independent component models for replicated point processes
Methodology
2015-06-02 v1
Abstract
We propose a semiparametric independent-component model for the intensity functions of a point process. When independent replications of the process are available, we show that the estimators are consistent and asymptotically normal. We study the finite-sample behavior of the estimators by simulation, and as an example of application we analyze the spatial distribution of street robberies in the city of Chicago.
Cite
@article{arxiv.1506.00137,
title = {Independent component models for replicated point processes},
author = {Daniel Gervini},
journal= {arXiv preprint arXiv:1506.00137},
year = {2015}
}