Andrés F. Lopez-Lopera

Gaussian Process Modulated Cox Processes under Linear Inequality Constraints

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 function. This commonly yields solutions that do not have a closed form or that are restricted to speci…