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Independent component models for replicated point processes

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.

preprint2015arXivOpen access
Daniel Gervini
Methodology
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Daniel Gervini

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