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Sparse Optimization

347 papers

Papers per year

18
25
25
4
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'25

Papers

Noisy Sparse Subspace Clustering ICML 2013
Learning Optimally Sparse Support Vector Machines ICML 2013
Sparse projections onto the simplex ICML 2013
Guaranteed Sparse Recovery under Linear Transformation ICML 2013
Estimating Unknown Sparsity in Compressed Sensing ICML 2013
Computation-Risk Tradeoffs for Covariance-Thresholded Regression ICML 2013
Intersecting singularities for multi-structured estimation ICML 2013
Safe Screening of Non-Support Vectors in Pathwise SVM Computation ICML 2013
Learning the beta-Divergence in Tweedie Compound Poisson Matrix Factorization Models ICML 2013
Incremental Block Cholesky Factorization for Nonlinear Least Squares in Robotics RSS 2013
Graphical Models via Generalized Linear Models NIPS 2012
A Scalable CUR Matrix Decomposition Algorithm: Lower Time Complexity and Tighter Bound NIPS 2012
Dual-Space Analysis of the Sparse Linear Model NIPS 2012
CPRL -- An Extension of Compressive Sensing to the Phase Retrieval Problem NIPS 2012
Feature Clustering for Accelerating Parallel Coordinate Descent NIPS 2012
Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions NIPS 2012
Compressive Sensing MRI with Wavelet Tree Sparsity NIPS 2012
Spectral Learning of General Weighted Automata via Constrained Matrix Completion NIPS 2012
Fused sparsity and robust estimation for linear models with unknown variance NIPS 2012
On the Sample Complexity of Robust PCA NIPS 2012
Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Differential _1-Minimization NIPS 2012
Multiresolution analysis on the symmetric group NIPS 2012
A mechanistic model of early sensory processing based on subtracting sparse representations NIPS 2012
Sparse Prediction with the $k$-Support Norm NIPS 2012
Smooth-projected Neighborhood Pursuit for High-dimensional Nonparanormal Graph Estimation NIPS 2012