Functional data analysis for point processes with rare events

In various applications one encounters samples of objects, where each object consists of a small number of repeated event times observed over a fixed time interval. For such rare event data there are no flexible methods available that can be applied when the shapes of the intensity functions that generate the observed event times are not known, or vary substantially between objects. We model the underlying intensity functions as nonparametric...