The conditional intensity 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 expectation value of
given
. The limit is assumed to exist,
and
is the history of
over all times strictly prior to time
.