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Given a unit circle, pick two points at random on its circumference, forming a chord. Without loss of generality, the first point can be taken as , and the second by , with (by symmetry, the range can be limited to instead of ). The distance between the two points is then
(1)
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The average distance is then given by
(2)
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The probability density function is obtained from
(3)
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The raw moments are then
(4)
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(5)
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(6)
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giving the first few as
(7)
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(8)
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(9)
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(10)
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(11)
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(OEIS A000984 and OEIS A093581 and A001803), where the numerators of the odd terms are 4 times OEIS A061549.
The central moments are
(12)
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(13)
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(14)
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giving the skewness and kurtosis excess as
(15)
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(16)
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Bertrand's problem asks for the probability that a chord drawn at random on a circle of radius has length .