Keyword

sparse optimization

Description: Sparse optimization is a family of mathematical methods that seeks solutions with few nonzero components, with applications in signal processing, machine learning, and scientific computing.

Primary topic: Sparse and Compressive Sensing Techniques (23%)

Wikidata ID: wiki/Q28684319

OpenAlex ID: keywords/sparse-optimization

Using SeDuMi 1.02, A Matlab toolbox for optimization over symmetric cones

1999 · Jos F. Sturm · Optimization methods & software · 7,378

Sparse Subspace Clustering: Algorithm, Theory, and Applications

2013 · E. Elhamifar, R. Vidal · IEEE Transactions on Pattern Analysis and Machine Intelligence · 3,110

Second-order cone programming

2003 · F. Alizadeh, D. Goldfarb · Mathematical Programming · 1,506

Practical Methods for Optimal Control using Nonlinear Programming

2002 · JT Betts,, I Kolmanovsky, · Applied Mechanics Reviews · 1,445

HOGWILD!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent

2011 · Niu, Feng, Recht, Benjamin, et al. · arXiv (Cornell University) · 1,212

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Hyperspectral Image Classification Using Dictionary-Based Sparse Representation

2011 · Yi Chen, Nasser M. Nasrabadi, et al. · IEEE Transactions on Geoscience and Remote Sensing · 1,156

Hogwild: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent

2011 · Benjamin Recht, Christopher Ré, et al. · neural information processing systems · 1,153

An equilibrium model of the international capital market

1974 · Bruno H Solnik · Journal of Economic Theory · 1,130

Nonlocal Image Restoration With Bilateral Variance Estimation: A Low-Rank Approach

2012 · Weisheng Dong, Guangming Shi, et al. · IEEE Transactions on Image Processing · 655

Strong Rules for Discarding Predictors in Lasso-Type Problems

2011 · Robert Tibshirani, Robert Tibshirani, et al. · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 654

Machine Learning Methods for Attack Detection in the Smart Grid

2015 · Mete Ozay, Inaki Esnaola, et al. · IEEE Transactions on Neural Networks and Learning Systems · 643

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Factor Graphs and GTSAM: A Hands-on Introduction

2012 · Frank Dellaert · SMARTech Repository (Georgia Institute of Technology) · 587

SLEP: Sparse Learning with Efficient Projections

2011 · Jun Liu, Shuiwang Ji, et al. · 566

Learning partial differential equations via data discovery and sparse optimization

2017 · Hayden Schaeffer · Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences · 436

Distributed Constrained Optimization by Consensus-Based Primal-Dual Perturbation Method

2014 · Tsung-Hui Chang, Angelia Nedic, et al. · IEEE Transactions on Automatic Control · 401

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An efficient multiple shooting based reduced SQP strategy for large-scale dynamic process optimization. Part 1: theoretical aspects

2003 · Daniel B. Leineweber, Irene Bauer, et al. · Computers & Chemical Engineering · 380

Quadratically Convergent Optimal Power Flow

1984 · R. Burchett, H. Happ, et al. · IEEE Transactions on Power Apparatus and Systems · 353

Fast projection onto the simplex and the $$\pmb {l}_\mathbf {1}$$ l 1 ball

2015 · Laurent Condat · Mathematical Programming · 351

Temporally Constrained Sparse Group Spatial Patterns for Motor Imagery BCI

2018 · Yu Zhang, Chang S. Nam, et al. · IEEE Transactions on Cybernetics · 331

Convex Optimization with Sparsity-Inducing Norms

2011 · Francis Bach, Rodolphe Jenatton, et al. · The MIT Press eBooks · 299

PENNON: A code for convex nonlinear and semidefinite programming

2003 · Michal Kočvara, Michael Stingl · Optimization methods & software · 297

Joint Base Station Clustering and Beamformer Design for Partial Coordinated Transmission in Heterogeneous Networks

2013 · Mingyi Hong, Ruoyu Sun, et al. · IEEE Journal on Selected Areas in Communications · 271

Using Analytic QP and Sparseness to Speed Training of Support Vector Machines

1998 · John Platt · 271

Sparse Manifold Clustering and Embedding

2012 · Ehsan Elhamifar, René Vidal · 260

A variational formulation for frame-based inverse problems

2007 · Caroline Chaux, Patrick L Combettes, et al. · Inverse Problems · 249

Works count: 2,260

Citation count: 46,830