Continuous Optimization

Tracking Approximate Solutions of Parameterized Optimization Problems over Multi-Dimensional (Hyper-)Parameter Domains ICML 2015 Transport-Based Single Frame Super Resolution of Very Low Resolution Face Images CVPR 2015 Trend Filtering on Graphs AISTATS 2015 Unified View of Matrix Completion under General Structural Constraints NeurIPS 2015 Un-regularizing: approximate proximal point and faster stochastic algorithms for empirical risk minimization ICML 2015 Weakly-Supervised Alignment of Video With Text ICCV 2015 A Block-Coordinate Descent Approach for Large-scale Sparse Inverse Covariance Estimation NeurIPS 2014 A Convex Relaxation of the Ambrosio--Tortorelli Elliptic Functionals for the Mumford-Shah Functional CVPR 2014 Active Flattening of Curved Document Images via Two Structured Beams CVPR 2014 Adaptive Partial Differential Equation Learning for Visual Saliency Detection CVPR 2014 Adaptivity and Optimism: An Improved Exponentiated Gradient Algorithm ICML 2014 A Differential Equation for Modeling Nesterov’s Accelerated Gradient Method: Theory and Insights NeurIPS 2014 A Divide-and-Conquer Solver for Kernel Support Vector Machines ICML 2014 A Dual Algorithm for Olfactory Computation in the Locust Brain NeurIPS 2014 A Fast Hierarchical Alternating Least Squares Algorithm for Orthogonal Nonnegative Matrix Factorization ACML 2014 A Geometric Algorithm for Scalable Multiple Kernel Learning AISTATS 2014 Alternating Linearization for Structured Regularization Problems JMLR 2014 An Accelerated Proximal Coordinate Gradient Method NeurIPS 2014 An Adaptive Accelerated Proximal Gradient Method and its Homotopy Continuation for Sparse Optimization ICML 2014 An Automata-Theoretic Approach to the Vehicle Routing Problem RSS 2014 An LP for Sequential Learning Under Budgets AISTATS 2014 An Online Sparsity-Cognizant Loop-Closure Algorithm for Visual Navigation RSS 2014 A Novel M-Estimator for Robust PCA JMLR 2014 Approximating Hierarchical MV-sets for Hierarchical Clustering NeurIPS 2014 Approximation Analysis of Stochastic Gradient Langevin Dynamics by using Fokker-Planck Equation and Ito Process ICML 2014