Mathematics

Safe Subspace Screening for Nuclear Norm Regularized Least Squares Problems ICML 2015 Saliency, Scale and Information: Towards a Unifying Theory NeurIPS 2015 Secrets of Matrix Factorization: Approximations, Numerics, Manifold Optimization and Random Restarts ICCV 2015 Segregated Graphs and Marginals of Chain Graph Models 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 Simultaneous Pose and Non-Rigid Shape With Particle Dynamics CVPR 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 PCA via Bipartite Matchings NeurIPS 2015 Sparse Representation Classification With Manifold Constraints Transfer CVPR 2015 Spectral Clustering via the Power Method - Provably ICML 2015 Spectral Gap Error Bounds for Improving CUR Matrix Decomposition and the Nyström Method AISTATS 2015 Spectral Learning of Large Structured HMMs for Comparative Epigenomics NeurIPS 2015 Spectral Norm Regularization of Orthonormal Representations for Graph Transduction NeurIPS 2015 Spectral Representations for Convolutional Neural Networks NeurIPS 2015 Spherical Embedding of Inlier Silhouette Dissimilarities CVPR 2015 Spherical Random Features for Polynomial Kernels NeurIPS 2015 Statistical Topological Data Analysis - A Kernel Perspective NeurIPS 2015 Statistical Topological Data Analysis using Persistence Landscapes JMLR 2015 Stay on path: PCA along graph paths ICML 2015 Stochastic Block Model and Community Detection in Sparse Graphs: A spectral algorithm with optimal rate of recovery COLT 2015 Streaming Sparse Principal Component Analysis ICML 2015 Strong Consistency of the Prototype Based Clustering in Probabilistic Space JMLR 2015