Let be the probability that the simple random walk started at hits before zero. The first-step analysis recurrence and boundary conditions are
If , the characteristic equation of a linear recurrence has roots and , so the boundary conditions give
If , the repeated root gives the limiting formula . This is the gambler's ruin probability.
For a fixed integer stake , the fact that divides lets us measure Patricia's wealth in units of £. She starts at and succeeds upon reaching . The formula above factors as
For , , so this probability increases as decreases. She should therefore choose the largest stake, . For , , so the probability increases as increases; she should choose the smallest stake, .

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