The probability of eventual return is given by:

where = Probability of return at Time Period n.

Note that returns must be in even numbers, as a +1 needs -1 to cancel each other out.

Ok, I understand the theory, but I cannot find a suitable proof.

Edit: Proof found. Problem solved.

is given by where

So,

Still, I'll be very grateful if anyone can explain this Theorem: