Looking forward to it!

The reason I say that our problems are related is that inferring the relevant properties of a sensor's likelihood function looks like a standard case of finding out how the probability distribution clusters. Your problem, that of identifying a file type from its binary bitstream, is doing something similar -- finding what file types have what PD clusters.