Tractable Nonparametric Bayesian Inference in Poisson Processes with Gaussian Process Intensities

The inhomogeneous Poisson process is a point process that has varying intensity across its domain (usually time or space). For nonparametric Bayesian modeling, the Gaussian process is a useful way to