Integration of the normal density function

Integration of the normal density function

:"Main article: Normal distribution"

The probability density function for the normal distribution is given by

:f(x;mu,sigma)=frac{1}{sigmasqrt{2pi , exp left( -frac{(x- mu)^2}{2sigma^2} ight),

where mu is the mean and sigma the standard deviation.

By the definition of a probability density function, f must integrate to 1. That is,

:I = int_{-infty}^{infty} f(x), dx = 1.

However, this integration is not straight-forward, since f does not have an antiderivative in closed form. For the special case when mu = 0 and sigma = 1, one method is to pass to the related double integral

:int_{-infty}^{infty} int_{-infty}^{infty} frac{1}{2pi} exp left( frac{-x^2-y^2}{2} ight) , dx , dy = I^2.

This double integral in cartesian coordinates can be converted to the following integral in polar coordinates

:int_0^{2pi} int_0^{infty} frac{r}{2pi} exp (-r^2/2) , dr , d heta = int_0^{infty} r exp (-r^2/2) , dr

which can be evaluated using the substitution u = -r^2/2 to yield 1, the desired result.


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