Linear Algebra

Log-Hilbert-Schmidt metric between positive definite operators on Hilbert spaces NeurIPS 2014 Low Rank Approximation Lower Bounds in Row-Update Streams NeurIPS 2014 Low-Rank Spectral Learning AISTATS 2014 Multiresolution Matrix Factorization ICML 2014 Multi-Scale Spectral Decomposition of Massive Graphs NeurIPS 2014 Novel Methods for Multilinear Data Completion and De-noising Based on Tensor-SVD CVPR 2014 Provable Tensor Factorization with Missing Data NeurIPS 2014 Robust Orthonormal Subspace Learning: Efficient Recovery of Corrupted Low-rank Matrices CVPR 2014 Robust Tensor Decomposition with Gross Corruption NeurIPS 2014 Semi-Supervised Eigenvectors for Large-Scale Locally-Biased Learning JMLR 2014 SerialRank: Spectral Ranking using Seriation NeurIPS 2014 Spectral Clustering of graphs with the Bethe Hessian NeurIPS 2014 Spectral Methods for Supervised Topic Models NeurIPS 2014 Structured Low-Rank Matrix Factorization: Optimality, Algorithm, and Applications to Image Processing ICML 2014 Subspace Embeddings for the Polynomial Kernel NeurIPS 2014 The Noisy Power Method: A Meta Algorithm with Applications NeurIPS 2014 Universal Matrix Completion ICML 2014 A Global Linear Method for Camera Pose Registration ICCV 2013 Analytic Bilinear Appearance Subspace Construction for Modeling Image Irradiance under Natural Illumination and Non-Lambertian Reflectance CVPR 2013 Analyzing the Harmonic Structure in Graph-Based Learning NeurIPS 2013 Articulated and Restricted Motion Subspaces and Their Signatures CVPR 2013 Automatic Kronecker Product Model Based Detection of Repeated Patterns in 2D Urban Images ICCV 2013 Error-Minimizing Estimates and Universal Entry-Wise Error Bounds for Low-Rank Matrix Completion NeurIPS 2013 Faster Ridge Regression via the Subsampled Randomized Hadamard Transform NeurIPS 2013 Geometric optimisation on positive definite matrices for elliptically contoured distributions NeurIPS 2013