Doob's Martingale Inequality is a fundamental result in probability theory that provides bounds on the probability that a martingale exceeds a certain threshold. It states that for any non-negative submartingale, the probability that it exceeds a certain positive value can be bounded in terms of its expected value at a later time. This inequality is crucial for understanding the behavior of martingales, especially in the context of convergence and stopping times.
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