Ioannis Kosmidis

Scalable marked point processes for exchangeable and non-exchangeable event sequences

We adopt the interpretability offered by a parametric, Hawkes-process-inspired conditional probability mass function for the marks and apply variational inference techniques to derive a general and scalable inferential framework for marked point processes. The framework can handle both exchangeable…