125 citations · 279 across the 7 of their papers we have counts for
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cs.IT2018★ 12 cited
Rank-one matrix estimation: analysis of algorithmic and information theoretic limits by the spatial coupling method
Jean Barbier, Mohamad Dia, Nicolas Macris +2
Factorizing low-rank matrices is a problem with many applications in machine learning and statistics, ranging from sparse PCA to community detection and sub-matrix localization. Fo…
cs.IT2018
A Compressed Sensing Approach for Distribution Matching
Mohamad Dia, Vahid Aref, Laurent Schmalen
In this work, we formulate the fixed-length distribution matching as a Bayesian inference problem. Our proposed solution is inspired from the compressed sensing paradigm and the sp…