The bivariate normal distribution for two related, normally distributed variables
and
is
where
If
and
are independent then
and
The bivariate normal PDF defines a surface in the
plane.
Like its one dimensional counterpart, the bivariate normal distribution has the following properties:
and
Intuitively the probability of observing a value
between
and
and
between
and
is
This integral is typically done numerically.