Data Models
Why
A distribution/density selector picks a
probabilistic model for a dataset by using the
maximum likelihood principle.
We want to generalize this idea.
Definition
An unsupervised data
model is a function $\ell : \R ^d \to
\R $ where $\ell (x)$ is the
suprise of the vector
$x$.