How many Gaussians do we use?
Hold back a validation set.
Try various numbers of Gaussians
Pick the number that gives the highest density to the
validation set.
We could make the validation set smaller by using
several different validation sets and averaging the
We should use all of the data for a final training of the
parameters once we have decided on the best
number of Gaussians.