Mathematics & Optimization

Fast, Provable Algorithms for Isotonic Regression in all L_p-norms NeurIPS 2015 Fast Randomized Kernel Ridge Regression with Statistical Guarantees NeurIPS 2015 Fast Randomized Singular Value Thresholding for Nuclear Norm Minimization CVPR 2015 Fast Rates in Statistical and Online Learning JMLR 2015 Fast Two-Sample Testing with Analytic Representations of Probability Measures NeurIPS 2015 Fighting Bandits with a New Kind of Smoothness NeurIPS 2015 Filtered Search for Submodular Maximization with Controllable Approximation Bounds AISTATS 2015 Finding Linear Structure in Large Datasets with Scalable Canonical Correlation Analysis ICML 2015 Fine-Grained Change Detection of Misaligned Scenes With Varied Illuminations ICCV 2015 Finite-Time Analysis of Projected Langevin Monte Carlo NeurIPS 2015 First-order regret bounds for combinatorial semi-bandits COLT 2015 Flexible High-Dimensional Classification Machines and Their Asymptotic Properties JMLR 2015 FollowMe: Efficient Online Min-Cost Flow Tracking With Bounded Memory and Computation ICCV 2015 FPA-CS: Focal Plane Array-Based Compressive Imaging in Short-Wave Infrared CVPR 2015 Frank-Wolfe Bayesian Quadrature: Probabilistic Integration with Theoretical Guarantees NeurIPS 2015 Frequency-Based Environment Matting by Compressive Sensing ICCV 2015 From random walks to distances on unweighted graphs NeurIPS 2015 Functional Correspondence by Matrix Completion CVPR 2015 GAP Safe screening rules for sparse multi-task and multi-class models NeurIPS 2015 Gaussian Process Random Fields NeurIPS 2015 Gaze-Enabled Egocentric Video Summarization via Constrained Submodular Maximization CVPR 2015 Generalized Deformable Spatial Pyramid: Geometry-Preserving Dense Correspondence Estimation CVPR 2015 Generalized Linear Models for Aggregated Data AISTATS 2015 Generalized Mixability via Entropic Duality COLT 2015 Generalized Tensor Total Variation Minimization for Visual Data Recovery CVPR 2015