Gaussian Process Modulated Cox Processes under Linear Inequality Constraints

Andrés F. López-Lopera, S. T. John, Nicolas Durrande

Abstract: Gaussian process (GP) modulated Cox processes are widely used to model point patterns. Existing approaches require a mapping (link function) between the unconstrained GP and the positive intensity ...