conftrace_

numerical linear algebra

35 papers

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Co-occurring keywords

randomized algorithm (112) matrix sketching (61) matrix factorization (529) streaming algorithm (131) matrix computation (20) random projection (145) least square (101) eigenvector computation (16) kernel methods (1097) low rank approximation (47)

Papers

An Iterative, Sketching-based Framework for Ridge Regression ICML 2018
Co-Occurring Directions Sketching for Approximate Matrix Multiply AISTATS 2017
Faster Eigenvector Computation via Shift-and-Invert Preconditioning ICML 2016
How to Fake Multiply by a Gaussian Matrix ICML 2016
LazySVD: Even Faster SVD Decomposition Yet Without Agonizing Pain NIPS 2016
Sketching Structured Matrices for Faster Nonlinear Regression NIPS 2013
New Subsampling Algorithms for Fast Least Squares Regression NIPS 2013
Near-Optimal Entrywise Sampling for Data Matrices NIPS 2013
Subspace Embeddings and \ell_p-Regression Using Exponential Random Variables COLT 2013
Pass-efficient unsupervised feature selection NIPS 2013