compressed sensing

Orthogonal Matching Pursuit with Replacement NeurIPS 2011 Sparse Recovery with Brownian Sensing NeurIPS 2011 Universal low-rank matrix recovery from Pauli measurements NeurIPS 2011 High-dimensional Variable Selection with Sparse Random Projections: Measurement Sparsity and Statistical Efficiency JMLR 2010 Multi-Stage Dantzig Selector NeurIPS 2010 Short-term memory in neuronal networks through dynamical compressed sensing NeurIPS 2010 The Group Dantzig Selector AISTATS 2010 The LASSO risk: asymptotic results and real world examples NeurIPS 2010 Asymptotic Analysis of MAP Estimation via the Replica Method and Compressed Sensing NeurIPS 2009 Compressed Least-Squares Regression NeurIPS 2009 Efficient Recovery of Jointly Sparse Vectors NeurIPS 2009 Learning with Compressible Priors NeurIPS 2009 Multi-Label Prediction via Compressed Sensing NeurIPS 2009 Orthogonal Matching Pursuit From Noisy Random Measurements: A New Analysis NeurIPS 2009 Speeding up Magnetic Resonance Image Acquisition by Bayesian Multi-Slice Adaptive Compressed Sensing NeurIPS 2009 An Homotopy Algorithm for the Lasso with Online Observations NeurIPS 2008 Inferring rankings under constrained sensing NeurIPS 2008 Resolution Limits of Sparse Coding in High Dimensions NeurIPS 2008 Sparse Signal Recovery Using Markov Random Fields NeurIPS 2008 Large Margin Multi-channel Analog-to-Digital Conversion with Applications to Neural Prosthesis NeurIPS 2006 Sparse Representation for Signal Classification NeurIPS 2006