Mathematics & Optimization

A Nonconvex Optimization Framework for Low Rank Matrix Estimation NeurIPS 2015 An Online Learning Algorithm for Bilinear Models ICML 2015 A Novel Sparsity Measure for Tensor Recovery ICCV 2015 Anytime Influence Bounds and the Explosive Behavior of Continuous-Time Diffusion Networks NeurIPS 2015 Approximate Dynamic Programming for Two-Player Zero-Sum Markov Games ICML 2015 Approximating Sparse PCA from Incomplete Data NeurIPS 2015 A Projection Free Method for Generalized Eigenvalue Problem With a Nonsmooth Regularizer ICCV 2015 A Provable Generalized Tensor Spectral Method for Uniform Hypergraph Partitioning ICML 2015 A Pseudo-Euclidean Iteration for Optimal Recovery in Noisy ICA NeurIPS 2015 A Simple Homotopy Algorithm for Compressive Sensing AISTATS 2015 A Solution for Multi-Alignment by Transformation Synchronisation CVPR 2015 A Spatiotemporal Optimal Stopping Problem for Mission Monitoring with Stationary Viewpoints RSS 2015 A Square Root Inverse Filter for Efficient Vision-aided Inertial Navigation on Mobile Devices RSS 2015 A Stable Multi-Scale Kernel for Topological Machine Learning CVPR 2015 A Statistical Model of Riemannian Metric Variation for Deformable Shape Analysis CVPR 2015 A Statistical Perspective on Algorithmic Leveraging JMLR 2015 A Stochastic PCA and SVD Algorithm with an Exponential Convergence Rate ICML 2015 A Structural Smoothing Framework For Robust Graph Comparison NeurIPS 2015 Asynchronous stochastic convex optimization: the noise is in the noise and SGD don't care NeurIPS 2015 A totally unimodular view of structured sparsity AISTATS 2015 A Universal Catalyst for First-Order Optimization NeurIPS 2015 A Universal Primal-Dual Convex Optimization Framework NeurIPS 2015 Automatic Construction Of Robust Spherical Harmonic Subspaces CVPR 2015 A Wavefront Marching Method for Solving the Eikonal Equation on Cartesian Grids ICCV 2015 Background Subtraction via Generalized Fused Lasso Foreground Modeling CVPR 2015