Continuous Optimization

New Perspectives on k-Support and Cluster Norms JMLR 2016 Newton-Stein Method: An Optimization Method for GLMs via Stein's Lemma JMLR 2016 Noise-Tolerant Life-Long Matrix Completion via Adaptive Sampling NeurIPS 2016 Noisy Tensor Completion via the Sum-of-Squares Hierarchy COLT 2016 Normalized Spectral Map Synchronization NeurIPS 2016 On Graduated Optimization for Stochastic Non-Convex Problems ICML 2016 Online (and Offline) Robust PCA: Novel Algorithms and Performance Guarantees AISTATS 2016 Online Learning and Blackwell Approachability in Quitting Games COLT 2016 On Lower and Upper Bounds in Smooth and Strongly Convex Optimization JMLR 2016 On Robustness of Kernel Clustering NeurIPS 2016 On the Approximability of Sparse PCA COLT 2016 On the Iteration Complexity of Oblivious First-Order Optimization Algorithms ICML 2016 On the low-rank approach for semidefinite programs arising in synchronization and community detection COLT 2016 On the Reducibility of Submodular Functions AISTATS 2016 On the Statistical Limits of Convex Relaxations ICML 2016 Optimal Estimation and Completion of Matrices with Biclustering Structures JMLR 2016 Optimal Estimation of Derivatives in Nonparametric Regression JMLR 2016 Optimal Sparse Linear Encoders and Sparse PCA NeurIPS 2016 Optimal spectral transportation with application to music transcription NeurIPS 2016 Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering CVPR 2016 Parallel Majorization Minimization with Dynamically Restricted Domains for Nonconvex Optimization AISTATS 2016 PD-Sparse : A Primal and Dual Sparse Approach to Extreme Multiclass and Multilabel Classification ICML 2016 Precision Matrix Estimation in High Dimensional Gaussian Graphical Models with Faster Rates AISTATS 2016 Preconditioning Kernel Matrices ICML 2016 Primary Object Segmentation in Videos via Alternate Convex Optimization of Foreground and Background Distributions CVPR 2016