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Poisson Distribution

X ~ Poisson(λ)

Rare-Event / Count FamilyPublished July 18, 2026

The rare-event count distribution: history from Poisson's binomial limit through Bortkiewicz's horse-kick data, equidispersion (mean equals variance, and in fact every cumulant), the full property list, maximum-likelihood estimation of the rate, and exact simulation via Knuth's algorithm.

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About This Reference Sheet

The rare-event count distribution: history from Poisson's binomial limit through Bortkiewicz's horse-kick data, equidispersion (mean equals variance, and in fact every cumulant), the full property list, maximum-likelihood estimation of the rate, and exact simulation via Knuth's algorithm.

Support

x ∈ {0, 1, 2, ...}

Parameters

λ > 0 (mean rate)