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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

The Constrained Dantzig Selector with Enhanced Consistency JMLR 2016
Learning Sparse Additive Models with Interactions in High Dimensions AISTATS 2016
Sparse Support Recovery with Non-smooth Loss Functions NIPS 2016
Average-case hardness of RIP certification NIPS 2016
One Scan 1-Bit Compressed Sensing AISTATS 2016
Limits on Sparse Support Recovery via Linear Sketching with Random Expander Matrices AISTATS 2016
Fast recovery from a union of subspaces NIPS 2016
Robust PCA with compressed data NIPS 2015
Swept Approximate Message Passing for Sparse Estimation ICML 2015
Towards a Lower Sample Complexity for Robust One-bit Compressed Sensing ICML 2015
Super-Resolution Off the Grid NIPS 2015
Approximating Sparse PCA from Incomplete Data NIPS 2015
LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements NIPS 2015
Sparse Dynamic 3D Reconstruction From Unsynchronized Videos ICCV 2015
A Nearly-Linear Time Framework for Graph-Structured Sparsity ICML 2015
A Consistent Histogram Estimator for Exchangeable Graph Models ICML 2014
Heterogeneous Domain Adaptation for Multiple Classes AISTATS 2014
Efficient Structured Matrix Rank Minimization NIPS 2014
An Adaptive Accelerated Proximal Gradient Method and its Homotopy Continuation for Sparse Optimization ICML 2014
Predicting Useful Neighborhoods for Lazy Local Learning NIPS 2014
Efficient Learning and Planning with Compressed Predictive States JMLR 2014
Generalized Dantzig Selector: Application to the k-support norm NIPS 2014
Average Case Analysis of High-Dimensional Block-Sparse Recovery and Regression for Arbitrary Designs AISTATS 2014
Estimation with Norm Regularization NIPS 2014
Compressed Counting Meets Compressed Sensing COLT 2014