Hawkes processes constitute a particular class of multivariate point processes that has become very popular in empirical high frequency finance this last decade; for the definition and review of the properties of these processes and their application in finance, please check Hawkes processes in finance.
A great tool developed at École Polytechnique for statistical learning for time dependent systems, such as point processes, can be found at tick.