Efficient Bayesian Inference of Sigmoidal Gaussian Cox Processes

Christian Donner, Manfred Opper

We present an approximate Bayesian inference approach for estimating the intensity of an inhomogeneous Poisson process, where the intensity function is modelled using a Gaussian pr…