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structured sparsity

89 papers

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Co-occurring keywords

model compression (3302) convex optimization (1321) feature selection (649) dictionary learning (277) sparse optimization (246) neural network pruning (265) large language model (13587) group lasso (64) neural network optimization (1293) weight pruning (57)

Papers

How Unlabeled Web Videos Help Complex Event Detection? IJCAI 2017
Predicting Alzheimer's Disease Cognitive Assessment via Robust Low-Rank Structured Sparse Model IJCAI 2017
Top-k Supervise Feature Selection via ADMM for Integer Programming IJCAI 2017
Bayesian group factor analysis with structured sparsity JMLR 2016
Learning brain regions via large-scale online structured sparse dictionary learning NIPS 2016
Learning Structured Sparsity in Deep Neural Networks NIPS 2016
A Scalable Algorithm for Structured Kernel Feature Selection AISTATS 2015
When Are Overcomplete Topic Models Identifiable? Uniqueness of Tensor Tucker Decompositions with Structured Sparsity JMLR 2015
A totally unimodular view of structured sparsity AISTATS 2015
An Inequality with Applications to Structured Sparsity and Multitask Dictionary Learning COLT 2014
Preconditioning for Accelerated Iteratively Reweighted Least Squares in Structured Sparsity Reconstruction CVPR 2014
Decorrelating Semantic Visual Attributes by Resisting the Urge to Share CVPR 2014
Supervised Feature Selection in Graphs with Path Coding Penalties and Network Flows JMLR 2013
Multi-View Clustering and Feature Learning via Structured Sparsity ICML 2013
Robust and Discriminative Self-Taught Learning ICML 2013
Convex Tensor Decomposition via Structured Schatten Norm Regularization NIPS 2013
GOSUS: Grassmannian Online Subspace Updates with Structured-Sparsity ICCV 2013
Semi-supervised Robust Dictionary Learning via Efficient l-Norms Minimization ICCV 2013
Dual Averaging and Proximal Gradient Descent for Online Alternating Direction Multiplier Method ICML 2013
When are Overcomplete Topic Models Identifiable? Uniqueness of Tensor Tucker Decompositions with Structured Sparsity NIPS 2013
A General Framework for Structured Sparsity via Proximal Optimization AISTATS 2012
High-Order Multi-Task Feature Learning to Identify Longitudinal Phenotypic Markers for Alzheimer's Disease Progression Prediction NIPS 2012
A Two-Graph Guided Multi-task Lasso Approach for eQTL Mapping AISTATS 2012
Structured Sparsity via Alternating Direction Methods JMLR 2012
Structured Sparsity and Generalization JMLR 2012