First order approximation for MAP detector for disparate weak external fields.

Finally, we have a closed form expression for the MAP detector. Its a the first order approximation valid for weakish edge and node potentials...
Icing on the cake: Decision statistic does not need the entire adjacency matrix, Just the first order degree information.

p-value comparison for the lung cancer dataset

The title says it all ..