A set of locations in time and space is a point pattern. The arrangement of these points is generated by a combination of deterministic and stochastic processes. The generating processes describe how, and why, the points fall where they do. To adequately model data generated by such mechanisms, it is key that a framework is developed to correctly account for both the spatial and the temporal dependencies.