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non-convex optimization

546 papers

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Also known as

IRLS

Co-occurring keywords

stochastic gradient descent (1088) stochastic optimization (1060) gradient descent (1143) convergence rate (606) convergence analysis (394) variance reduction (520) nonconvex optimization (316) saddle point (95) matrix factorization (529) online learning (1770)

Papers

Escaping From Saddle Points — Online Stochastic Gradient for Tensor Decomposition COLT 2015
Taming the Wild: A Unified Analysis of Hogwild-Style Algorithms NIPS 2015
Fast Exact Matrix Completion with Finite Samples COLT 2015
Learning with Square Loss: Localization through Offset Rademacher Complexity COLT 2015
Pushing the Limits of Affine Rank Minimization by Adapting Probabilistic PCA ICML 2015
Global Convergence of Stochastic Gradient Descent for Some Non-convex Matrix Problems ICML 2015
HONOR: Hybrid Optimization for NOn-convex Regularized problems NIPS 2015
Beyond Convexity: Stochastic Quasi-Convex Optimization NIPS 2015
Hidden Markov Anomaly Detection ICML 2015
Non-convex Statistical Optimization for Sparse Tensor Graphical Model NIPS 2015
Iteratively Reweighted Graph Cut for Multi-Label MRFs With Non-Convex Priors CVPR 2015
Multi-Output Learning for Camera Relocalization CVPR 2014
Communication Efficient Distributed Machine Learning with the Parameter Server NIPS 2014
Tighten after Relax: Minimax-Optimal Sparse PCA in Polynomial Time NIPS 2014
Non-convex Robust PCA NIPS 2014
Identifying and attacking the saddle point problem in high-dimensional non-convex optimization NIPS 2014
Self-Paced Learning with Diversity NIPS 2014
Outlier Path: A Homotopy Algorithm for Robust SVM ICML 2014
Parallel Successive Convex Approximation for Nonsmooth Nonconvex Optimization NIPS 2014
Learning Theory and Algorithms for revenue optimization in second price auctions with reserve ICML 2014
Phase Retrieval using Alternating Minimization NIPS 2013
Stochastic Majorization-Minimization Algorithms for Large-Scale Optimization NIPS 2013
The Fast Convergence of Incremental PCA NIPS 2013
An Iterated L1 Algorithm for Non-smooth Non-convex Optimization in Computer Vision CVPR 2013
Sparse projections onto the simplex ICML 2013