The probability density function for Student's -distribution is given by
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(1)
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Now define
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(2)
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then the cumulative distribution function is given by
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(3)
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The mean is 0, so the moments are
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(4)
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(5)
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(6)
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(7)
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The mean, variance, skewness, and kurtosis excess are
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(8)
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(9)
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(10)
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(11)
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The characteristic function is
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(12)
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where
is a modified Bessel function
of the second kind.
Letting
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(13)
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where
is the sample mean and
is the population mean gives Student's t-distribution.