Half-normal distribution

Half-normal distribution

The half-normal distribution is the probability distribution of the absolute value of a random variable that is normally distributed with expected value 0 and variance σ2. I.e. if "X" is normally distributed with mean 0, then "Y" = |"X"| is half-normally distributed.

The cumulative distribution function (CDF) is given by

: F_Y(y; sigma) = int_0^y frac{1}{sigma}sqrt{frac{2}{pi , exp left( -frac{x^2}{2sigma^2} ight), dx

Using the change-of-variables z = "x"/σ, the CDF can be written as

: F_Y(y; sigma) = int_0^{y/sigma} sqrt{frac{2}{pi , exp left(-frac{z^2}{2} ight) dz.

The expectation is then given by

: E(y) = sigma sqrt{2/pi},

The variance is given by

: operatorname{Var}(y) = sigma^2left(1 - frac{2}{pi} ight).

Since this is proportional to the variance σ2 of "X", σ can be seen as a scale parameter of the new distribution.

Related distributions

* The distribution is a special case of the folded normal distribution with μ = 0.
* ("Y"/σ) has a chi distribution with 1 degree of freedom.

External links

* [http://mathworld.wolfram.com/Half-NormalDistribution.html Half-Normal Distribution] at MathWorld

References


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