conftrace_

matrix approximation

89 papers

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Co-occurring keywords

low-rank approximation (323) matrix factorization (529) dimensionality reduction (720) kernel matrix (73) column subset selection (23) nystrom method (46) low rank approximation (47) principal component analysis (316) kernel methods (1097) streaming algorithm (131)

Papers

Distributed Adaptive Sampling for Kernel Matrix Approximation AISTATS 2017
Approximation Algorithms for $\ell_0$-Low Rank Approximation NIPS 2017
A Simple Language Model based on PMI Matrix Approximations EMNLP 2017
Recursive Sampling for the Nystrom Method NIPS 2017
Fixed-Rank Approximation of a Positive-Semidefinite Matrix from Streaming Data NIPS 2017
Faster Principal Component Regression and Stable Matrix Chebyshev Approximation ICML 2017
Memory Efficient Kernel Approximation JMLR 2017
Is Input Sparsity Time Possible for Kernel Low-Rank Approximation? NIPS 2017
Mixture-Rank Matrix Approximation for Collaborative Filtering NIPS 2017
Storage Fit Learning with Unlabeled Data IJCAI 2017
Towards More Efficient SPSD Matrix Approximation and CUR Matrix Decomposition JMLR 2016
SPSD Matrix Approximation vis Column Selection: Theories, Algorithms, and Extensions JMLR 2016
Subspace Learning with Partial Information JMLR 2016
Fast DPP Sampling for Nystrom with Application to Kernel Methods ICML 2016
Principal Component Projection Without Principal Component Analysis ICML 2016
Faster Eigenvector Computation via Shift-and-Invert Preconditioning ICML 2016
Revisiting the Nyström Method for Improved Large-scale Machine Learning JMLR 2016
A Statistical Perspective on Algorithmic Leveraging JMLR 2015
Online PCA with Spectral Bounds COLT 2015
Statistical and Algorithmic Perspectives on Randomized Sketching for Ordinary Least-Squares ICML 2015
Fast Randomized Singular Value Thresholding for Nuclear Norm Minimization CVPR 2015
Efficient SDP Inference for Fully-Connected CRFs Based on Low-Rank Decomposition CVPR 2015
Column Selection via Adaptive Sampling NIPS 2015
Memory Efficient Kernel Approximation ICML 2014
Efficient Algorithms and Error Analysis for the Modified Nystrom Method AISTATS 2014