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Sparse Optimization

347 papers

Papers per year

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25
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Papers

Image denoising via K-SVD with primal-dual active set algorithm WACV 2020
Learning Sparse Distributions using Iterative Hard Thresholding NIPS 2019
iSplit LBI: Individualized Partial Ranking with Ties via Split LBI NIPS 2019
Interaction Hard Thresholding: Consistent Sparse Quadratic Regression in Sub-quadratic Time and Space NIPS 2019
Implicit Regularization for Optimal Sparse Recovery NIPS 2019
Robust Principal Component Analysis with Adaptive Neighbors NIPS 2019
Average Case Column Subset Selection for Entrywise $\ell_1$-Norm Loss NIPS 2019
Superset Technique for Approximate Recovery in One-Bit Compressed Sensing NIPS 2019
Fast Sparse Group Lasso NIPS 2019
Blended Matching Pursuit NIPS 2019
Tensor Ring Decomposition with Rank Minimization on Latent Space: An Efficient Approach for Tensor Completion AAAI 2019
RES-PCA: A Scalable Approach to Recovering Low-Rank Matrices CVPR 2019
A Local Block Coordinate Descent Algorithm for the CSC Model CVPR 2019
Double Nuclear Norm Based Low Rank Representation on Grassmann Manifolds for Clustering CVPR 2019
Streaming Principal Component Analysis From Incomplete Data JMLR 2019
Sharp Restricted Isometry Bounds for the Inexistence of Spurious Local Minima in Nonconvex Matrix Recovery JMLR 2019
Binarsity: a penalization for one-hot encoded features in linear supervised learning JMLR 2019
On Fast Convergence of Proximal Algorithms for SQRT-Lasso Optimization: Don’t Worry About its Nonsmooth Loss Function UAI 2019
Low-Rank Tucker Decomposition of Large Tensors Using TensorSketch NIPS 2018
A convex program for bilinear inversion of sparse vectors NIPS 2018
Fast Similarity Search via Optimal Sparse Lifting NIPS 2018
Learning without the Phase: Regularized PhaseMax Achieves Optimal Sample Complexity NIPS 2018
Wavelet regression and additive models for irregularly spaced data NIPS 2018
MULAN: A Blind and Off-Grid Method for Multichannel Echo Retrieval NIPS 2018
Fast greedy algorithms for dictionary selection with generalized sparsity constraints NIPS 2018