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arxiv: 1902.07273 · v2 · pith:4G6LJ6U4new · submitted 2019-02-19 · 💻 cs.IT · cond-mat.dis-nn· math.IT· math.PR

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

classification 💻 cs.IT cond-mat.dis-nnmath.ITmath.PR
keywords informationinterpolationmethodmodelmutualadaptiveblockstochastic
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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.

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