We will present nonparametric mixture modeling approaches for Poisson processes over time or space. The methodology exploits the connection of the Poisson process intensity with a density function. Dirichlet process mixture models for the point process density yield flexible prior models for the Poisson process. In particular, through appropriate choice of the mixture kernel, the modeling...