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sparse learning

112 papers

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Co-occurring keywords

feature selection (649) convex optimization (1320) l1 regularization (87) stochastic optimization (1060) kernel methods (1096) bayesian inference (1904) group lasso (64) sparse regression (175) gradient descent (1143) sparse optimization (246)

Papers

Efficient Distributed Learning with Sparsity ICML 2017
On The Projection Operator to A Three-view Cardinality Constrained Set ICML 2017
On Perturbed Proximal Gradient Algorithms JMLR 2017
Parametric Simplex Method for Sparse Learning NIPS 2017
On Quadratic Convergence of DC Proximal Newton Algorithm in Nonconvex Sparse Learning NIPS 2017
Stochastic Variance Reduced Optimization for Nonconvex Sparse Learning ICML 2016
Learning Sparse High Dimensional Filters: Image Filtering, Dense CRFs and Bilateral Neural Networks CVPR 2016
PD-Sparse : A Primal and Dual Sparse Approach to Extreme Multiclass and Multilabel Classification ICML 2016
On the Statistical Limits of Convex Relaxations ICML 2016
Sparsity and Error Analysis of Empirical Feature-Based Regularization Schemes JMLR 2016
Modelling Interactions in High-dimensional Data with Backtracking JMLR 2016
A Modified Orthant-Wise Limited Memory Quasi-Newton Method with Convergence Analysis ICML 2015
Joint Patch and Multi-Label Learning for Facial Action Unit Detection CVPR 2015
A Probabilistic Model for Dirty Multi-task Feature Selection ICML 2015
HONOR: Hybrid Optimization for NOn-convex Regularized problems NIPS 2015
Learning Sparse Low-Threshold Linear Classifiers JMLR 2015
Safe Screening with Variational Inequalities and Its Application to Lasso ICML 2014
Interpretable Sparse High-Order Boltzmann Machines AISTATS 2014
Accelerated Mini-batch Randomized Block Coordinate Descent Method NIPS 2014
Sparse Random Feature Algorithm as Coordinate Descent in Hilbert Space NIPS 2014
Spectral k-Support Norm Regularization NIPS 2014
New Graph Structured Sparsity Model for Multi-label Image Annotations ICCV 2013
A Unified Robust Regression Model for Lasso-like Algorithms ICML 2013
Abnormal Event Detection at 150 FPS in MATLAB ICCV 2013
A General Iterative Shrinkage and Thresholding Algorithm for Non-convex Regularized Optimization Problems ICML 2013