Exponential martingale of a random walk
ID: exponential-martingale-of-a-random-walk
For a random walk with independent and identically distributed random variables as increments and finite moment-generating function at , put . Then is a martingale by conditioning on the next independent increment. In particular, if and , then is a martingale. Stopping at a finite interval exit can make this process bounded, allowing the dominated convergence theorem to justify passage from bounded stopping times to the exit time.
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