Not if the random variable distribution changed over time. Calculate a new mean and variance every now and then, based on some hash of current time or whatever

Not if the random variable distribution changed over time. Calculate a new mean and variance every now and then, based on some hash of current time or whatever you want, maybe view count of Gangam Style Videos :-). Joking, but that would work.