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compressed sensing

198 papers

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Also known as

OBCS 1BCS CS

Co-occurring keywords

sparse recovery (113) signal recovery (54) image reconstruction (663) compressive sensing (126) generative model (2889) convex optimization (1320) sparse optimization (246) sparse regression (175) sparse signal recovery (24) support recovery (43)

Papers

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