Against the drift
Let , where is a standard Brownian motion. The process starts at and drifts upwards.
What is the probability that ever reaches the level ?
Fractions, decimals with at least 3 significant digits, and expressions such as sqrt(2)/2, e^-1 or pi/4.
Look for a constant such that is a martingale. For , .
Stop when hits or a high level , apply optional stopping, then let .
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s Shown after a correct answer. Revealing it first marks the problem as seen, not solved.
Idea. Find an exponential of the process that is a martingale. Its value at the hitting times is known, and optional stopping turns that into an equation for the probability.
Step 1: the martingale. . This equals for all when , that is . With independent increments, is a martingale with .
Step 2: optional stopping. Let be the first time hits or . The drift makes finite, and is bounded up to (between and ). So where is the probability of hitting before .
Step 3: let . increases to the probability of ever hitting , and , so
In general. For with , the probability of ever going down by is . It is the continuous version of gambler's ruin against an infinitely rich opponent.