Hi, I meet a problem on large deviation, see the document attached.
I need to bound the probability of certain events, and I have provided a (kind of tedious and stupid) proof for it.
The conclusion seems to be easy. I suspect that it may be just a lemma/theorem in some textbooks or papers.
I am looking for experts on probability theory /large deviation theory. Could you give me some comments/suggestions or references?