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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

Simple, Efficient, and Neural Algorithms for Sparse Coding COLT 2015
Fine-Grained Change Detection of Misaligned Scenes With Varied Illuminations ICCV 2015
A Simple Homotopy Algorithm for Compressive Sensing AISTATS 2015
A Dual Algorithm for Olfactory Computation in the Locust Brain NIPS 2014
Compressed Counting Meets Compressed Sensing COLT 2014
Average Case Analysis of High-Dimensional Block-Sparse Recovery and Regression for Arbitrary Designs AISTATS 2014
New Algorithms for Learning Incoherent and Overcomplete Dictionaries COLT 2014
Efficient Algorithms for Robust One-bit Compressive Sensing ICML 2014
Bayesian Inference for Structured Spike and Slab Priors NIPS 2014
Finding a sparse vector in a subspace: Linear sparsity using alternating directions NIPS 2014
On Iterative Hard Thresholding Methods for High-dimensional M-Estimation NIPS 2014
Local Linear Convergence of Forward--Backward under Partial Smoothness NIPS 2014
Information-Theoretic Characterization of Sparse Recovery AISTATS 2014
When in Doubt, SWAP: High-Dimensional Sparse Recovery from Correlated Measurements NIPS 2013
Block Regularized Lasso for Multivariate Multi-Response Linear Regression AISTATS 2013
Guaranteed Sparse Recovery under Linear Transformation ICML 2013
One-Bit Compressed Sensing: Provable Support and Vector Recovery ICML 2013
Greedy Feature Selection for Subspace Clustering JMLR 2013
Sparse nonnegative deconvolution for compressive calcium imaging: algorithms and phase transitions NIPS 2013
Learning Social Infectivity in Sparse Low-rank Networks Using Multi-dimensional Hawkes Processes AISTATS 2013
Phase Retrieval using Alternating Minimization NIPS 2013
Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Differential _1-Minimization NIPS 2012
Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions NIPS 2012
Bandit Theory meets Compressed Sensing for high dimensional Stochastic Linear Bandit AISTATS 2012
Finding Exemplars from Pairwise Dissimilarities via Simultaneous Sparse Recovery NIPS 2012