Continuous Optimization

Fast Dictionary Learning with a Smoothed Wasserstein Loss AISTATS 2016 Faster Convex Optimization: Simulated Annealing with an Efficient Universal Barrier ICML 2016 Faster Projection-free Convex Optimization over the Spectrahedron NeurIPS 2016 Fast k-means with accurate bounds ICML 2016 Fast recovery from a union of subspaces NeurIPS 2016 Fast Saddle-Point Algorithm for Generalized Dantzig Selector and FDR Control with Ordered L1-Norm AISTATS 2016 First-order Methods for Geodesically Convex Optimization COLT 2016 Fitting Spectral Decay with the k-Support Norm AISTATS 2016 Full Flow: Optical Flow Estimation By Global Optimization Over Regular Grids CVPR 2016 Functional Gradient Motion Planning in Reproducing Kernel Hilbert Spaces RSS 2016 Fused Lasso Approach in Regression Coefficients Clustering -- Learning Parameter Heterogeneity in Data Integration JMLR 2016 Gaussian quadrature for matrix inverse forms with applications ICML 2016 GenSVM: A Generalized Multiclass Support Vector Machine JMLR 2016 Geometry-aware stationary subspace analysis ACML 2016 Global Analysis of Expectation Maximization for Mixtures of Two Gaussians NeurIPS 2016 Globally Optimal Rigid Intensity Based Registration: A Fast Fourier Domain Approach CVPR 2016 Global Optimality of Local Search for Low Rank Matrix Recovery NeurIPS 2016 Gromov-Wasserstein Averaging of Kernel and Distance Matrices ICML 2016 Highly-Smooth Zero-th Order Online Optimization COLT 2016 High-Rank Matrix Completion and Clustering under Self-Expressive Models NeurIPS 2016 Homotopy Smoothing for Non-Smooth Problems with Lower Complexity than O(1/ε) NeurIPS 2016 How to calculate partition functions using convex programming hierarchies: provable bounds for variational methods COLT 2016 Hybrid Accelerated Optimization for Speech Recognition Interspeech 2016 Incremental Task and Motion Planning: A Constraint-Based Approach RSS 2016 Iterative Hessian Sketch: Fast and Accurate Solution Approximation for Constrained Least-Squares JMLR 2016