Conditional Intensity Function

The conditional intensity function associated to a temporal point process is defined to be the expected infinitesimal rate at which events are expected to occur around time given the history of at times prior to time . Algebraically,

where denotes the number of points in , and denotes the conditional expectation of given . The limit is assumed to exist. Here, is the sigma-algebra generated by the history of strictly prior to time .