For two independent random variables taking values in a three-dimensional ball with constant volume probability density, the density of their distance is the displayed expression for , and zero otherwise. Both independence and the common radius are essential. To derive it, put , and integrate the product volume differential form over orientations. The law of cosines gives the angular Jacobian determinant , leaving over , . With , , the integrand becomes . Direct integration gives . An independent geometric derivation uses the overlap volume of two radius- balls displaced by , namely , multiplied by and divided by the square of . The density integrates to one and has mean .

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