Let 0 < p < 1 and let $S_n$ be the simple random walk with step probabilities p, 1 − p.
In other words $S_n = X_1 + · · · + X_n$ and the {$X_i$} are i.i.d. random variables with distribution $$P(X_i =1)=p \qquad and \qquad P(X_i =−1)=1−p$$ Fix a positive integer b > 0, and let T be the first hitting time of the point b: T(w) = inf{n ≥ 1 : $S_n(w)$ = b}. If the walk never hits b, in other words the set {n : $S_n$(w) = b} is empty, then T(w) = $\inf$.
How could I find ET?