Continuous Optimization

Second-Order Non-Stationary Online Learning for Regression JMLR 2015 Secrets of Matrix Factorization: Approximations, Numerics, Manifold Optimization and Random Restarts ICCV 2015 Semi-Proximal Mirror-Prox for Nonsmooth Composite Minimization NeurIPS 2015 Shape-From-Template in Flatland CVPR 2015 Simultaneous Pursuit of Sparseness and Rank Structures for Matrix Decomposition JMLR 2015 Smooth and Strong: MAP Inference with Linear Convergence NeurIPS 2015 Solving Random Quadratic Systems of Equations Is Nearly as Easy as Solving Linear Systems NeurIPS 2015 Sparse and Low-Rank Tensor Decomposition NeurIPS 2015 Sparse Linear Programming via Primal and Dual Augmented Coordinate Descent NeurIPS 2015 Spherical Embedding of Inlier Silhouette Dissimilarities CVPR 2015 SPM-BP: Sped-up PatchMatch Belief Propagation for Continuous MRFs ICCV 2015 Stay on path: PCA along graph paths ICML 2015 Streaming Sparse Principal Component Analysis ICML 2015 Structured Sparse Subspace Clustering: A Unified Optimization Framework CVPR 2015 Superpixel Meshes for Fast Edge-Preserving Surface Reconstruction CVPR 2015 Support Matrix Machines ICML 2015 Swept Approximate Message Passing for Sparse Estimation ICML 2015 Symmetric Iterative Proportional Fitting AISTATS 2015 Tensor Factorization via Matrix Factorization AISTATS 2015 Tensor principal component analysis via sum-of-square proofs COLT 2015 Text Flow: A Unified Text Detection System in Natural Scene Images ICCV 2015 The entropic barrier: a simple and optimal universal self-concordant barrier COLT 2015 Thin Structure Estimation With Curvature Regularization ICCV 2015 Total Variation Regularization of Shape Signals CVPR 2015 Towards a Lower Sample Complexity for Robust One-bit Compressed Sensing ICML 2015