226 citations · 351 across the 25 of their papers we have counts for
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cond-mat.dis-nn2009★ 8 cited
Statistical mechanics of sparse generalization and model selection
Alejandro Lage-Castellanos, Andrea Pagnani, Martin Weigt
One of the crucial tasks in many inference problems is the extraction of sparse information out of a given number of high-dimensional measurements. In machine learning, this is fre…
cond-mat.dis-nn2009★ 29 cited
Replica Cluster Variational Method
T. Rizzo, A. Lage-Castellanos, R. Mulet +1
We present a general formalism to make the Replica-Symmetric and Replica-Symmetry-Breaking ansatz in the context of Kikuchi's Cluster Variational Method (CVM). Using replicas and t…