48 citations · 175 across the 26 of their papers we have counts for
Showing 2019 · cs.ITShow all
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cs.IT2019★ 1 cited
Mutual Information in Community Detection with Covariate Information and Correlated Networks
Vaishakhi Mayya, Galen Reeves
We study the problem of community detection when there is covariate information about the node labels and one observes multiple correlated networks. We provide an asymptotic upper…
cs.IT2019
The Geometry of Community Detection via the MMSE Matrix
Galen Reeves, Vaishakhi Mayya, Alexander Volfovsky
The information-theoretic limits of community detection have been studied extensively for network models with high levels of symmetry or homogeneity. The contribution of this paper…
cs.IT2019★ 5 cited
Understanding Phase Transitions via Mutual Information and MMSE
Galen Reeves, Henry Pfister
The ability to understand and solve high-dimensional inference problems is essential for modern data science. This article examines high-dimensional inference problems through the…