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sparse optimization

246 papers

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Co-occurring keywords

convex optimization (1321) feature selection (649) sparse regression (175) compressed sensing (201) l1 regularization (87) sparse representation (297) graphical model (864) dimensionality reduction (720) model compression (3302) support vector machine (978)

Papers

Dynamic Pricing in High-dimensions JMLR 2019
Graphical Lasso and Thresholding: Equivalence and Closed-form Solutions JMLR 2019
Think out of the "Box": Generically-Constrained Asynchronous Composite Optimization and Hedging NIPS 2019
Sparse Adversarial Perturbations for Videos AAAI 2019
IHT dies hard: Provable accelerated Iterative Hard Thresholding AISTATS 2018
ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing CVPR 2018
Distantly Supervised Attribute Detection from Reviews EMNLP 2018
The Well-Tempered Lasso ICML 2018
Alternating optimization of decision trees, with application to learning sparse oblique trees NIPS 2018
Orthogonal Matching Pursuit for Text Classification EMNLP 2018
Fast Similarity Search via Optimal Sparse Lifting NIPS 2018
High Dimensional Linear Regression using Lattice Basis Reduction NIPS 2018
A Hybrid l1-l0 Layer Decomposition Model for Tone Mapping CVPR 2018
CNN Driven Sparse Multi-Level B-Spline Image Registration CVPR 2018
Efficient Stochastic Gradient Hard Thresholding NIPS 2018
Nonoverlap-Promoting Variable Selection ICML 2018
Stochastic Zeroth-order Optimization in High Dimensions AISTATS 2018
Short-term Sparse Portfolio Optimization Based on Alternating Direction Method of Multipliers JMLR 2018
Celer: a Fast Solver for the Lasso with Dual Extrapolation ICML 2018
Accelerated Difference of Convex functions Algorithm and its Application to Sparse Binary Logistic Regression IJCAI 2018
New Balanced Active Learning Model and Optimization Algorithm IJCAI 2018
The Generalization Error of Dictionary Learning with Moreau Envelopes ICML 2018
Nonlinear Structured Signal Estimation in High Dimensions via Iterative Hard Thresholding AISTATS 2018
Smooth and Sparse Optimal Transport AISTATS 2018
Feature Selection via Scaling Factor Integrated Multi-Class Support Vector Machines IJCAI 2017