activity
19952023
most citedOptimal Errors and Phase Transitions in High-Dimensional Generalized Linear Models

212 citations · 1.4k across the 61 of their papers we have counts for

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Showing 2013 · cs.ITShow all

5 papers · 2 filters

cs.IT2013★ 1 cited

The Bethe Free Energy Allows to Compute the Conditional Entropy of Graphical Code Instances. A Proof from the Polymer Expansion

Nicolas Macris, Marc Vuffray

The main objective of this paper is to explore the precise relationship between the Bethe free energy (or entropy) and the Shannon conditional entropy of graphical error correcting…

cs.IT2013★ 97 cited

Threshold Saturation for Spatially-Coupled LDPC and LDGM Codes on BMS Channels

Santhosh Kumar, Andrew J. Young, Nicolas Macris +1

Spatially-coupled low-density parity-check (LDPC) codes, which were first introduced as LDPC convolutional codes, have been shown to exhibit excellent performance under low-complex…

cs.IT2013★ 2 cited

Approaching the Rate-Distortion Limit with Spatial Coupling, Belief propagation and Decimation

Vahid Aref, Nicolas Macris, Marc Vuffray

We investigate an encoding scheme for lossy compression of a binary symmetric source based on simple spatially coupled Low-Density Generator-Matrix codes. The degree of the check n…

cs.IT2013★ 3 cited

Displacement Convexity, A Useful Framework for the Study of Spatially Coupled Codes

Rafah El-Khatib, Nicolas Macris, Ruediger Urbanke

Spatial coupling has recently emerged as a powerful paradigm to construct graphical models that work well under low-complexity message-passing algorithms. Although much progress ha…

cs.IT2013★ 9 cited

Spatial Coupling as a Proof Technique

Andrei Giurgiu, Nicolas Macris, Rüdiger Urbanke

The aim of this paper is to show that spatial coupling can be viewed not only as a means to build better graphical models, but also as a tool to better understand uncoupled models.…