98 citations · 338 across the 25 of their papers we have counts for
3 papers · 1 filter
Statistical Estimation: From Denoising to Sparse Regression and Hidden Cliques
Eric W. Tramel, Santhosh Kumar, Andrei Giurgiu +1
These notes review six lectures given by Prof. Andrea Montanari on the topic of statistical estimation for linear models. The first two lectures cover the principles of signal reco…
Sparse Estimation with the Swept Approximated Message-Passing Algorithm
Andre Manoel, Florent Krzakala, Eric W. Tramel +1
Approximate Message Passing (AMP) has been shown to be a superior method for inference problems, such as the recovery of signals from sets of noisy, lower-dimensionality measuremen…
Variational Free Energies for Compressed Sensing
Florent Krzakala, Andre Manoel, Eric W. Tramel +1
We consider the variational free energy approach for compressed sensing. We first show that the naïve mean field approach performs remarkably well when coupled with a noise learnin…