A counting process is a stochastic process whose sample paths are
nondecreasing, right-continuous, and nonnegative
integer-valued, with
. It models a stream of events
by taking
to be the number that have occurred by time
. Thus, for
, the increment
counts the events occurring in the interval .
If every jump has size one, the jump times of a counting process define a simple point
process. Conversely, a locally finite simple temporal
point process determines a counting process by counting its points
up to each time
(Daley and Vere-Jones 2003).