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For random variables with a unimodal Lebesgue density, the 3σ rule is proved by elementary calculus. It emerges as a special case of the Vysochanskiĭ-Petunin inequality, which in turn is based on the Gauss inequality.
The American Statistician © 1994 American Statistical Association