So it is similar by my opinion and the Exception Detection methodology I am offering to by using MASF technique can be applied to broader filed of Information Security. And vice versa! Some intrusion detection techniques could be useful for automatic performance issues detection!
I have made a litle Google reserch on that and found a few interesting approaches. See one of that:
See the abstract page for dissertation written by Steven Gianvecchio:
Application of information theory and statistical learning to anomaly detection.
So the question is "can that information theory (entropy analysis) could be applied to performance exception detection?"