1. A probability density function separating apparatus that separates a predetermined component in a given probability density function, comprising: a domain transforming section that is supplied with the probability density function and transforms the probability density function into a spectrum in a frequency domain; and a standard deviation computing section that computes standard deviation of a random component included in the probability density function based on the spectrum.