In this paper we examine the theoretical limits on developing algorith
ms to find blocking probabilities in a general loss network. We demons
trate that exactly computing the blocking probabilities of a loss netw
ork is a #P-complete problem. We also show that a general algorithm fo
r approximating the blocking probabilities is also intractable unless
RP=NP, which seems unlikely according to current common notions in com
plexity theory. Given these results, we examine implications for desig
ning practical algorithms for finding blocking probabilities in specia
l cases.