This paper considers the nonpreemptive priority queue with MAP (Markovian A
rrival Process) arrivals. Since MAP is weakly dense in the class of station
ary point processes, it is a fairly general arrival process. Service times
of customers of each priority class are independent and identically distrib
uted according to a general distribution function that may differ among pri
ority classes. Using both the generating function technique and the matrix
analytic method, we derive various formulas for the marginal queue length d
istribution of each class. Further, we provide the delay cycle analysis of
the waiting lime distribution of each class and characterize its Laplace-St
ieltjes transform.