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I've used exponential distributions to estimate maximum-entropy probability distributions before.

Is there an analogue to the exponential that is restricted to integers? If so, does anyone have pointers to closed-form estimators for that distribution?

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The discrete equivalent of the exponential distribution is the geometric distribution.

Wikipedia gives this as the maximum-entropy distribution under certain assumptions

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