Let be the probability that the simple symmetric random walk starting at hits zero before . The first-step recurrence is
The recurrence says that is affine, and the boundary values determine it:
Part (i) gives . Since and has probability ,
Conditioned on , a walk at one moves to zero with probability and to two with probability . A walk at two must next move to one, since a move to three would violate . If
first-step analysis gives
Solving,
For hitting zero before four, the success probabilities are
Conditioning each transition on eventual success gives
Thus the conditional expected hitting times satisfy
Solving this linear system gives

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