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Stopping time on the sum of a moving window

(Cross post from MSE) Let $\xi_i$ be iid random variables, and define: $$S_{(k)} = \sum_{i=1}^N \xi_{i+k}$$ Now, define: $$\tau = \min \left\{ k : S_{(k)} \notin (a,b) \right\}$$ How can I find $\math …
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