Student's z-Distribution

The probability density function for Student's
-distribution is given by
 |
(1)
|
Now define
 |
(2)
|
then the cumulative distribution function is given by
{d_n(z) for z<=0; 1-d_n(z) for z>=0 " src="https://mathworld.wolfram.com/images/equations/Studentsz-Distribution/NumberedEquation3.gif" style="height:41px; width:178px" /> |
(3)
|
The mean is 0, so the moments are
The mean, variance, skewness, and kurtosis excess are
The characteristic function is
 |
(12)
|
where
is a modified Bessel function of the second kind.
Letting
 |
(13)
|
where
is the sample mean and
is the population mean gives Student's t-distribution.
REFERENCES:
Kenney, J. F. and Keeping, E. S. "'Student's'
-Distribution." §7.11 in Mathematics of Statistics, Pt. 2, 2nd ed. Princeton, NJ: Van Nostrand, pp. 174-175, 1951.