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Linear Algebra

480 directly classified papers

Papers per year

Papers

Non-Gaussian Component Analysis with Log-Density Gradient Estimation AISTATS 2016
Fast Algorithms for Robust PCA via Gradient Descent NIPS 2016
Revisiting the Nyström Method for Improved Large-scale Machine Learning JMLR 2016
Low-Rank Regression with Tensor Responses NIPS 2016
Learning HMMs with Nonparametric Emissions via Spectral Decompositions of Continuous Matrices NIPS 2016
Normalized Spectral Map Synchronization NIPS 2016
Structured Matrix Recovery via the Generalized Dantzig Selector NIPS 2016
LazySVD: Even Faster SVD Decomposition Yet Without Agonizing Pain NIPS 2016
Generating Gestural Scores from Acoustics Through a Sparse Anchor-Based Representation of Speech INTERSPEECH 2016
Fast Stochastic Algorithms for SVD and PCA: Convergence Properties and Convexity ICML 2016
Convergence of Stochastic Gradient Descent for PCA ICML 2016
Approximating Sparse PCA from Incomplete Data NIPS 2015
Spectral Gap Error Bounds for Improving CUR Matrix Decomposition and the Nyström Method AISTATS 2015
Efficient High-Dimensional Stochastic Optimal Motion Control using Tensor-Train Decomposition RSS 2015
Learning Overcomplete Latent Variable Models through Tensor Methods COLT 2015
Distributed Estimation of Generalized Matrix Rank: Efficient Algorithms and Lower Bounds ICML 2015
Safe Subspace Screening for Nuclear Norm Regularized Least Squares Problems ICML 2015
CUR Algorithm for Partially Observed Matrices ICML 2015
Low Rank Approximation using Error Correcting Coding Matrices ICML 2015
Complete Dictionary Recovery Using Nonconvex Optimization ICML 2015
Secrets of Matrix Factorization: Approximations, Numerics, Manifold Optimization and Random Restarts ICCV 2015
Randomized Block Krylov Methods for Stronger and Faster Approximate Singular Value Decomposition NIPS 2015
On the Minimal Problems of Low-Rank Matrix Factorization CVPR 2015
Matrix Completion for Resolving Label Ambiguity CVPR 2015
Automatic Construction Of Robust Spherical Harmonic Subspaces CVPR 2015