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Will a random walk reach +3 in eight steps?

A symmetric ±1\pm 1 random walk starts at 00 and takes 88 steps, each +1+1 or 1-1 with probability 12\tfrac12.

What is the probability the walk reaches level +3+3 at some point during the 88 steps?

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Let MM be the running maximum. The reflection principle expresses P(Ma)P(M \ge a) in terms of the endpoint distribution P(S8=k)P(S_8 = k), which is just a binomial.

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