Mathematics & Optimization

On the Complexity of Bandit Linear Optimization COLT 2015 On the Complexity of Learning with Kernels COLT 2015 On the consistency theory of high dimensional variable screening NeurIPS 2015 On the Convergence of Stochastic Gradient MCMC Algorithms with High-Order Integrators NeurIPS 2015 On the Global Linear Convergence of Frank-Wolfe Optimization Variants NeurIPS 2015 On the Limitation of Spectral Methods: From the Gaussian Hidden Clique Problem to Rank-One Perturbations of Gaussian Tensors NeurIPS 2015 On the Minimal Problems of Low-Rank Matrix Factorization CVPR 2015 On the Optimality of Classifier Chain for Multi-label Classification NeurIPS 2015 On Top-k Selection in Multi-Armed Bandits and Hidden Bipartite Graphs NeurIPS 2015 Open Problem: Online Sabotaged Shortest Path COLT 2015 Open Problem: Restricted Eigenvalue Condition for Heavy Tailed Designs COLT 2015 Open Problem: The Oracle Complexity of Smooth Convex Optimization in Nonstandard Settings COLT 2015 Optimal Estimation of Low Rank Density Matrices JMLR 2015 Optimality of Poisson Processes Intensity Learning with Gaussian Processes JMLR 2015 Optimal Linear Estimation under Unknown Nonlinear Transform NeurIPS 2015 Optimal Rates for Random Fourier Features NeurIPS 2015 Optimal Regret Analysis of Thompson Sampling in Stochastic Multi-armed Bandit Problem with Multiple Plays ICML 2015 Optimal Ridge Detection using Coverage Risk NeurIPS 2015 Optimal Robust Control for Bipedal Robots through Control Lyapunov Function based Quadratic Programs RSS 2015 Optimal Testing for Properties of Distributions NeurIPS 2015 Optimization Monte Carlo: Efficient and Embarrassingly Parallel Likelihood-Free Inference NeurIPS 2015 Optimizing the Viewing Graph for Structure-From-Motion ICCV 2015 Optimum Statistical Estimation with Strategic Data Sources COLT 2015 P3.5P: Pose Estimation With Unknown Focal Length CVPR 2015 Pan-Sharpening With a Hyper-Laplacian Penalty ICCV 2015