non-convex optimization

3D Shape Estimation From 2D Landmarks: A Convex Relaxation Approach CVPR 2015 Accelerated Proximal Gradient Methods for Nonconvex Programming NeurIPS 2015 Alternating Minimization for Regression Problems with Vector-valued Outputs NeurIPS 2015 A Nonconvex Optimization Framework for Low Rank Matrix Estimation NeurIPS 2015 Asynchronous Parallel Stochastic Gradient for Nonconvex Optimization NeurIPS 2015 Beyond Convexity: Stochastic Quasi-Convex Optimization NeurIPS 2015 Complete Dictionary Recovery Using Nonconvex Optimization ICML 2015 Equilibrated adaptive learning rates for non-convex optimization NeurIPS 2015 Escaping From Saddle Points — Online Stochastic Gradient for Tensor Decomposition COLT 2015 Fast Exact Matrix Completion with Finite Samples COLT 2015 Global Convergence of Stochastic Gradient Descent for Some Non-convex Matrix Problems ICML 2015 Hidden Markov Anomaly Detection ICML 2015 HONOR: Hybrid Optimization for NOn-convex Regularized problems NeurIPS 2015 Iteratively Reweighted Graph Cut for Multi-Label MRFs With Non-Convex Priors CVPR 2015 Learning with Square Loss: Localization through Offset Rademacher Complexity COLT 2015 Minimizing Nonconvex Non-Separable Functions AISTATS 2015 Non-convex Statistical Optimization for Sparse Tensor Graphical Model NeurIPS 2015 Pushing the Limits of Affine Rank Minimization by Adapting Probabilistic PCA ICML 2015 Regularized M-estimators with Nonconvexity: Statistical and Algorithmic Theory for Local Optima JMLR 2015 Robust Image Filtering Using Joint Static and Dynamic Guidance CVPR 2015 Shape-From-Template in Flatland CVPR 2015 Simple, Efficient, and Neural Algorithms for Sparse Coding COLT 2015 Solving Random Quadratic Systems of Equations Is Nearly as Easy as Solving Linear Systems NeurIPS 2015 Taming the Wild: A Unified Analysis of Hogwild-Style Algorithms NeurIPS 2015 Towards a Lower Sample Complexity for Robust One-bit Compressed Sensing ICML 2015