Sparse Optimization

Simultaneous Rectification and Alignment via Robust Recovery of Low-rank Tensors NeurIPS 2013 Sparse Additive Text Models with Low Rank Background NeurIPS 2013 Sparse Inverse Covariance Estimation with Calibration NeurIPS 2013 Sparse projections onto the simplex ICML 2013 Unnatural L0 Sparse Representation for Natural Image Deblurring CVPR 2013 When in Doubt, SWAP: High-Dimensional Sparse Recovery from Correlated Measurements NeurIPS 2013 A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation NeurIPS 2012 A mechanistic model of early sensory processing based on subtracting sparse representations NeurIPS 2012 A Scalable CUR Matrix Decomposition Algorithm: Lower Time Complexity and Tighter Bound NeurIPS 2012 Bandit Theory meets Compressed Sensing for high dimensional Stochastic Linear Bandit AISTATS 2012 Compressive Sensing MRI with Wavelet Tree Sparsity NeurIPS 2012 CPRL -- An Extension of Compressive Sensing to the Phase Retrieval Problem NeurIPS 2012 Dual-Space Analysis of the Sparse Linear Model NeurIPS 2012 Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Differential _1-Minimization NeurIPS 2012 Feature Clustering for Accelerating Parallel Coordinate Descent NeurIPS 2012 Forward Basis Selection for Sparse Approximation over Dictionary AISTATS 2012 Fused sparsity and robust estimation for linear models with unknown variance NeurIPS 2012 Graphical Models via Generalized Linear Models NeurIPS 2012 Iterative Reweighted Algorithms for Matrix Rank Minimization JMLR 2012 Iterative Thresholding Algorithm for Sparse Inverse Covariance Estimation NeurIPS 2012 Joint Estimation of Structured Sparsity and Output Structure in Multiple-Output Regression via Inverse-Covariance Regularization AISTATS 2012 Matrix reconstruction with the local max norm NeurIPS 2012 Multiresolution analysis on the symmetric group NeurIPS 2012 Newton-Like Methods for Sparse Inverse Covariance Estimation NeurIPS 2012 Online L1-Dictionary Learning with Application to Novel Document Detection NeurIPS 2012