Summary: The Gaussian (normal) distribution is one of the most important distributions and it has special properties. While real data are never exactly multivariate Gaussian, the Gaussian density is often a useful approximation to the “true” population distribution because of a central limit effect. One advantage of the multivariate Gaussian distribution stems from the fact that it is mathematically tractable and “nice” results can be obtained.