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Sparse Optimization

347 papers

Papers per year

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25
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Papers

Expanding Boundaries of Gap Safe Screening JMLR 2021
Overfitting Can Be Harmless for Basis Pursuit, But Only to a Degree NIPS 2020
Learning Some Popular Gaussian Graphical Models without Condition Number Bounds NIPS 2020
How many samples is a good initial point worth in Low-rank Matrix Recovery? NIPS 2020
Revisiting Frank-Wolfe for Polytopes: Strict Complementarity and Sparsity NIPS 2020
Robust Low-Rank Discovery of Data-Driven Partial Differential Equations AAAI 2020
A Deep Neural Network Model of Particle Thermal Radiation in Packed Bed AAAI 2020
An Effective Hard Thresholding Method Based on Stochastic Variance Reduction for Nonconvex Sparse Learning AAAI 2020
Pursuit of Low-Rank Models of Time-Varying Matrices Robust to Sparse and Measurement Noise AAAI 2020
Nonlinear System Identification via Tensor Completion AAAI 2020
Robust Tensor Decomposition via Orientation Invariant Tubal Nuclear Norms AAAI 2020
DNU: Deep Non-Local Unrolling for Computational Spectral Imaging CVPR 2020
On the Power of Compressed Sensing with Generative Models ICML 2020
Tensor denoising and completion based on ordinal observations ICML 2020
Error Estimation for Sketched SVD via the Bootstrap ICML 2020
Learning Algebraic Multigrid Using Graph Neural Networks ICML 2020
Quadratic Sparse Gaussian Graphical Model Estimation Method for Massive Variables IJCAI 2020
High-dimensional Gaussian graphical models on network-linked data JMLR 2020
Dual Iterative Hard Thresholding JMLR 2020
Complete Dictionary Learning via L4-Norm Maximization over the Orthogonal Group JMLR 2020
A Sparse Semismooth Newton Based Proximal Majorization-Minimization Algorithm for Nonconvex Square-Root-Loss Regression Problems JMLR 2020
High-dimensional quantile tensor regression JMLR 2020
Comb Decoding towards Collision-Free WiFi NSDI 2020
An Efficient Low-Rank Tensors Representation for Algorithms in Complex Probabilistic Graphical Models PGM 2020
One-Bit Compressed Sensing via One-Shot Hard Thresholding UAI 2020