Let be the number of returns to after time . Since is a recurrent state, the probability of another return after each visit is one. By the stated geometric distribution description, for every positive integer . Thus almost surely and .
On the other hand, writing each visit as an indicator random variable and applying the monotone convergence theorem to the partial sums gives
The left side is infinite, proving the recurrence criterion by return probabilities in the required direction:
For the simple random walk on the integer line, a return to the origin is possible only at an even time. At time , exactly of the increments must be , so the return probability is
The supplied factorial bounds, equivalently the order estimate in the Stirling formula, give
Consequently diverges. By the recurrence criterion by return probabilities, the origin is a recurrent state; translation invariance then makes the whole walk recurrent.
For three independent walks, the probability that all three are at the origin at time is
This P-series is convergent, so the first of the Borel-Cantelli lemmas says that simultaneous returns occur only finitely often with probability one. Therefore the requested probability is