Mathematics & Optimization

Second-Order Non-Stationary Online Learning for Regression JMLR 2015 Second-order Quantile Methods for Experts and Combinatorial Games COLT 2015 Secrets of Matrix Factorization: Approximations, Numerics, Manifold Optimization and Random Restarts ICCV 2015 Segregated Graphs and Marginals of Chain Graph Models NeurIPS 2015 Self Scaled Regularized Robust Regression CVPR 2015 Semi-Proximal Mirror-Prox for Nonsmooth Composite Minimization NeurIPS 2015 Sequential Information Maximization: When is Greedy Near-optimal? COLT 2015 Shape-From-Template in Flatland CVPR 2015 Shell PCA: Statistical Shape Modelling in Shell Space ICCV 2015 Simple regret for infinitely many armed bandits ICML 2015 Simultaneous Pose and Non-Rigid Shape With Particle Dynamics CVPR 2015 Simultaneous Pursuit of Sparseness and Rank Structures for Matrix Decomposition JMLR 2015 Simultaneous Video Defogging and Stereo Reconstruction CVPR 2015 Small Instance Detection by Integer Programming on Object Density Maps CVPR 2015 Smooth and Strong: MAP Inference with Linear Convergence NeurIPS 2015 Smooth Interactive Submodular Set Cover NeurIPS 2015 SnFFT: A Julia Toolkit for Fourier Analysis of Functions over Permutations JMLR 2015 Solving Random Quadratic Systems of Equations Is Nearly as Easy as Solving Linear Systems NeurIPS 2015 Sparse and Low-Rank Tensor Decomposition NeurIPS 2015 Sparse Dueling Bandits AISTATS 2015 Sparse Linear Programming via Primal and Dual Augmented Coordinate Descent NeurIPS 2015 Sparse PCA via Bipartite Matchings NeurIPS 2015 Sparse Representation Classification With Manifold Constraints Transfer CVPR 2015 Sparse Solutions to Nonnegative Linear Systems and Applications AISTATS 2015 Sparse Submodular Probabilistic PCA AISTATS 2015