Linear Algebra

Structured Matrix Recovery via the Generalized Dantzig Selector NeurIPS 2016 Sublinear Time Orthogonal Tensor Decomposition NeurIPS 2016 Tensor Decomposition via Joint Matrix Schur Decomposition ICML 2016 Tensor vs. Matrix Methods: Robust Tensor Decomposition under Block Sparse Perturbations AISTATS 2016 Towards More Efficient SPSD Matrix Approximation and CUR Matrix Decomposition JMLR 2016 A New Retraction for Accelerating the Riemannian Three-Factor Low-Rank Matrix Completion Algorithm CVPR 2015 An Explicit Sampling Dependent Spectral Error Bound for Column Subset Selection ICML 2015 A Nonconvex Optimization Framework for Low Rank Matrix Estimation NeurIPS 2015 Approximating Sparse PCA from Incomplete Data NeurIPS 2015 A Stochastic PCA and SVD Algorithm with an Exponential Convergence Rate ICML 2015 Automatic Construction Of Robust Spherical Harmonic Subspaces CVPR 2015 Column Subset Selection with Missing Data via Active Sampling AISTATS 2015 Complete Dictionary Recovery Using Nonconvex Optimization ICML 2015 Completing Any Low-rank Matrix, Provably JMLR 2015 CUR Algorithm for Partially Observed Matrices ICML 2015 Distributed Estimation of Generalized Matrix Rank: Efficient Algorithms and Lower Bounds ICML 2015 Efficient High-Dimensional Stochastic Optimal Motion Control using Tensor-Train Decomposition RSS 2015 Fast and Guaranteed Tensor Decomposition via Sketching NeurIPS 2015 Faster Rates for the Frank-Wolfe Method over Strongly-Convex Sets ICML 2015 Fast Randomized Kernel Ridge Regression with Statistical Guarantees NeurIPS 2015 Finding Linear Structure in Large Datasets with Scalable Canonical Correlation Analysis ICML 2015 Illumination and Reflectance Spectra Separation of a Hyperspectral Image Meets Low-Rank Matrix Factorization CVPR 2015 Interpolating Convex and Non-Convex Tensor Decompositions via the Subspace Norm NeurIPS 2015 Large-scale log-determinant computation through stochastic Chebyshev expansions ICML 2015 Learning Overcomplete Latent Variable Models through Tensor Methods COLT 2015