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Linear Algebra

480 directly classified papers

Papers per year

Papers

Matrix Manifold Optimization for Gaussian Mixtures NIPS 2015
Fast Randomized Kernel Ridge Regression with Statistical Guarantees NIPS 2015
Spherical Random Features for Polynomial Kernels NIPS 2015
An Explicit Sampling Dependent Spectral Error Bound for Column Subset Selection ICML 2015
Completing Any Low-rank Matrix, Provably JMLR 2015
On the Complexity of Learning with Kernels COLT 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 NIPS 2015
Regularization-Free Estimation in Trace Regression with Symmetric Positive Semidefinite Matrices NIPS 2015
Matrix Completion from Fewer Entries: Spectral Detectability and Rank Estimation NIPS 2015
Matrix Completion Under Monotonic Single Index Models NIPS 2015
Large-scale log-determinant computation through stochastic Chebyshev expansions ICML 2015
Online Learning of Eigenvectors ICML 2015
Faster Rates for the Frank-Wolfe Method over Strongly-Convex Sets ICML 2015
A New Retraction for Accelerating the Riemannian Three-Factor Low-Rank Matrix Completion Algorithm CVPR 2015
A Nonconvex Optimization Framework for Low Rank Matrix Estimation NIPS 2015
Fast and Guaranteed Tensor Decomposition via Sketching NIPS 2015
Streaming Sparse Principal Component Analysis ICML 2015
Finding Linear Structure in Large Datasets with Scalable Canonical Correlation Analysis ICML 2015
A Stochastic PCA and SVD Algorithm with an Exponential Convergence Rate ICML 2015
Column Subset Selection with Missing Data via Active Sampling AISTATS 2015
Optimal Estimation of Low Rank Density Matrices JMLR 2015
Subspace Embeddings for the Polynomial Kernel NIPS 2014
Universal Matrix Completion ICML 2014
Low Rank Approximation Lower Bounds in Row-Update Streams NIPS 2014