# can the prior probability change with time?

I was reading Markov Models for sequence modeling and stuck with my understanding(hypothesis).

In Baye's theorem, can the prior probabilities change with time? If the prior probability at t=3 is 0.05, it should be same at t=13 or it can get changed.