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sparse recovery

113 papers

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Co-occurring keywords

compressed sensing (198) compressive sensing (126) sample complexity (1158) convex optimization (1320) signal recovery (54) sparse optimization (246) support recovery (43) nonconvex optimization (316) signal reconstruction (43) high-dimensional regression (142)

Papers

Reconstruction from Anisotropic Random Measurements COLT 2012
Orthogonal Matching Pursuit with Replacement NIPS 2011
Non-parametric Group Orthogonal Matching Pursuit for Sparse Learning with Multiple Kernels NIPS 2011
Sparse recovery by thresholded non-negative least squares NIPS 2011
Robust Lasso with missing and grossly corrupted observations NIPS 2011
Minimax Localization of Structural Information in Large Noisy Matrices NIPS 2011
Sparse Recovery with Brownian Sensing NIPS 2011
Learning Networks of Stochastic Differential Equations NIPS 2010
A Dirty Model for Multi-task Learning NIPS 2010
Asymptotic Analysis of MAP Estimation via the Replica Method and Compressed Sensing NIPS 2009
Orthogonal Matching Pursuit From Noisy Random Measurements: A New Analysis NIPS 2009
Reconstruction of Sparse Circuits Using Multi-neuronal Excitation (RESCUME) NIPS 2009
Resolution Limits of Sparse Coding in High Dimensions NIPS 2008