| Efficient Structured Matrix Rank Minimization | Dec 1, 2014 | compressed sensing | —Unverified | 0 |
| Predicting Useful Neighborhoods for Lazy Local Learning | Dec 1, 2014 | compressed sensingGeneral Classification | —Unverified | 0 |
| Two New Approaches to Compressed Sensing Exhibiting Both Robust Sparse Recovery and the Grouping Effect | Oct 30, 2014 | compressed sensing | —Unverified | 0 |
| Compressed Sensing With Side Information: Geometrical Interpretation and Performance Bounds | Oct 10, 2014 | compressed sensing | CodeCode Available | 0 |
| Compressed Sensing with Very Sparse Gaussian Random Projections | Aug 11, 2014 | compressed sensing | —Unverified | 0 |
| Matrix Coherence and the Nystrom Method | Aug 9, 2014 | compressed sensingMatrix Completion | —Unverified | 0 |
| GraphLab: A New Framework For Parallel Machine Learning | Aug 9, 2014 | BIG-bench Machine Learningcompressed sensing | —Unverified | 0 |
| Compressed sensing for longitudinal MRI: An adaptive-weighted approach | Jul 10, 2014 | compressed sensingImage Reconstruction | —Unverified | 0 |
| Info-Greedy sequential adaptive compressed sensing | Jul 2, 2014 | compressed sensing | —Unverified | 0 |
| A New Path to Construct Parametric Orientation Field: Sparse FOMFE Model and Compressed Sparse FOMFE Model | Jul 1, 2014 | compressed sensingmodel | —Unverified | 0 |
| Compressive Imaging and Characterization of Sparse Light Deflection Maps | Jun 25, 2014 | compressed sensingObject | —Unverified | 0 |
| Structured Dictionary Learning for Classification | Jun 8, 2014 | Classificationcompressed sensing | —Unverified | 0 |
| Deformation corrected compressed sensing (DC-CS): a novel framework for accelerated dynamic MRI | May 29, 2014 | compressed sensingDenoising | —Unverified | 0 |
| On the Computational Intractability of Exact and Approximate Dictionary Learning | May 26, 2014 | compressed sensingDictionary Learning | —Unverified | 0 |
| Randomized Sketches of Convex Programs with Sharp Guarantees | Apr 29, 2014 | compressed sensingDimensionality Reduction | —Unverified | 0 |
| Spatiotemporal Sparse Bayesian Learning with Applications to Compressed Sensing of Multichannel Physiological Signals | Apr 21, 2014 | Brain Computer Interfacecompressed sensing | —Unverified | 0 |
| Geometric Inference for General High-Dimensional Linear Inverse Problems | Apr 17, 2014 | compressed sensingMatrix Completion | —Unverified | 0 |
| A sparse Kaczmarz solver and a linearized Bregman method for online compressed sensing | Mar 28, 2014 | compressed sensingRadio Interferometry | —Unverified | 0 |
| Compressive Hyperspectral Imaging Using Progressive Total Variation | Mar 7, 2014 | compressed sensingEarth Observation | —Unverified | 0 |
| A Primal Dual Active Set with Continuation Algorithm for the ^0-Regularized Optimization Problem | Mar 3, 2014 | compressed sensing | —Unverified | 0 |
| Machine Learning Methods in the Computational Biology of Cancer | Feb 24, 2014 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| A convergence proof of the split Bregman method for regularized least-squares problems | Feb 18, 2014 | compressed sensingComputed Tomography (CT) | —Unverified | 0 |
| Sparsity averaging for radio-interferometric imaging | Feb 11, 2014 | compressed sensing | —Unverified | 0 |
| Efficient Low Dose X-ray CT Reconstruction through Sparsity-Based MAP Modeling | Feb 8, 2014 | compressed sensingCompressive Sensing | —Unverified | 0 |
| Near-Ideal Behavior of Compressed Sensing Algorithms | Jan 26, 2014 | compressed sensing | —Unverified | 0 |