Mutual Information for the Stochastic Block Model by the Adaptive Interpolation Method

02/19/2019
by   Jean Barbier, et al.
0

We rigorously derive a single-letter variational expression for the mutual information of the asymmetric two-groups stochastic block model in the dense graph regime. Existing proofs in the literature are indirect, as they involve mapping the model to a rank-one matrix estimation problem whose mutual information is then determined by a combination of methods (e.g., interpolation, cavity, algorithmic, spatial coupling). In this contribution we provide a self-contained direct method using only the recently introduced adaptive interpolation method.

READ FULL TEXT

Please sign up or login with your details

Forgot password? Click here to reset