I am looking at a random walk that starts at 0 and at every step, either increases or decreases by 1, or doesn't move.
More specifically, $\mathbb{P} (X_{t+1} = X_t) = 1-p,\mathbb{P} (X_{t+1} = X_t +1) = p/2 + q/2 $ and $\mathbb{P} (X_{t+1} = X_t +1) = p/2 - q/2$.
Do we know something about the hitting time of a target $T>0$?
I know some results exist if $p=1$, namely something like $\min(T^2, \frac T q)$, do these results generalise for smaller $p$?
Many thanks!