 |
 |
 |
 |
 |
 |
 |
 |
 |
 |
 |
 |
 |
 |
 |
 |
 |
|
Pick hidden
configurations using a Boltzmann
|
|
|
distribution in
their energies
|
|
|
|
This
is exactly the posterior distribution over
|
|
|
configurations
given the datavector
|
|
|
Minimize the
expected energy of the chosen
|
|
|
configurations.
|
|
|
|
Change
the parameters to minimize the energies of
|
|
|
configurations
weighted by their probability of being
|
|
|
picked.
|
|
|
Dont worry
about the changes in the free energy caused
|
|
by changes in
the posterior distribution.
|
|
|
|
We
chose the distribution to minimize free energy.
|
|
|
|
So
small changes in the distribution have no effect on
|
|
|
the
free energy!
|
|