Optimization

Supervised Learning via Euler's Elastica Models JMLR 2015 Surrogate Functions for Maximizing Precision at the Top ICML 2015 Swept Approximate Message Passing for Sparse Estimation ICML 2015 SWIFT: Sparse Withdrawal of Inliers in a First Trial CVPR 2015 Taming the Wild: A Unified Analysis of Hogwild-Style Algorithms NeurIPS 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 Benefits of Learning with Strongly Convex Approximate Inference ICML 2015 The flare Package for High Dimensional Linear Regression and Precision Matrix Estimation in R JMLR 2015 The Log-Shift Penalty for Adaptive Estimation of Multiple Gaussian Graphical Models AISTATS 2015 The Middle Child Problem: Revisiting Parametric Min-Cut and Seeds for Object Proposals ICCV 2015 Theory of Dual-sparse Regularized Randomized Reduction ICML 2015 The Power of Randomization: Distributed Submodular Maximization on Massive Datasets ICML 2015 Thin Structure Estimation With Curvature Regularization ICCV 2015 Time-Sensitive Recommendation From Recurrent User Activities NeurIPS 2015 Tracking Approximate Solutions of Parameterized Optimization Problems over Multi-Dimensional (Hyper-)Parameter Domains ICML 2015 Tradeoffs for Space, Time, Data and Risk in Unsupervised Learning AISTATS 2015 Truthful Linear Regression COLT 2015 Two-Stage Focused Inference for Resource-Constrained Collision-Free Navigation RSS 2015 Understanding Deep Image Representations by Inverting Them CVPR 2015 Unified View of Matrix Completion under General Structural Constraints NeurIPS 2015 Unifying Local Consistency and MAX SAT Relaxations for Scalable Inference with Rounding Guarantees AISTATS 2015 UniHIST: A Unified Framework for Image Restoration With Marginal Histogram Constraints CVPR 2015 Un-regularizing: approximate proximal point and faster stochastic algorithms for empirical risk minimization ICML 2015 Variance Reduced Stochastic Gradient Descent with Neighbors NeurIPS 2015