v1v2v3 (latest)

Sublinear Time Low-Rank Approximation of Positive Semidefinite Matrices

11 April 2017

Papers citing "Sublinear Time Low-Rank Approximation of Positive Semidefinite Matrices"

27 / 27 papers shown

Title
Embrace rejection: Kernel matrix approximation by accelerated randomly pivoted Cholesky Ethan N. Epperly J. Tropp R. Webber 72 5 0 04 Oct 2024
Recent and Upcoming Developments in Randomized Numerical Linear Algebra for Machine Learning Michał Dereziński Michael W. Mahoney 85 11 0 17 Jun 2024
Faster Linear Systems and Matrix Norm Approximation via Multi-level Sketched Preconditioning Michal Dereziñski Christopher Musco Jiaming Yang 121 2 0 09 May 2024
Adaptive Retrieval and Scalable Indexing for k-NN Search with Cross-Encoders Nishant Yadav Nicholas Monath Manzil Zaheer Rob Fergus Andrew McCallum CML RALM 69 1 0 06 May 2024
Randomly Pivoted Partial Cholesky: Random How? Stefan Steinerberger 51 1 0 17 Apr 2024
Hardness of Low Rank Approximation of Entrywise Transformed Matrix Products Tamás Sarlós Xingyou Song David P. Woodruff Qiuyi Qiuyi Zhang 80 4 0 03 Nov 2023
Relating tSNE and UMAP to Classical Dimensionality Reduction Andrew Draganov Simon Dohn FAtt 91 4 0 20 Jun 2023
Krylov Methods are (nearly) Optimal for Low-Rank Approximation Ainesh Bakshi Shyam Narayanan 58 7 0 06 Apr 2023
Sub-quadratic Algorithms for Kernel Matrices via Kernel Density Estimation Ainesh Bakshi Piotr Indyk Praneeth Kacham Sandeep Silwal Samson Zhou 104 4 0 01 Dec 2022
Randomly pivoted Cholesky: Practical approximation of a kernel matrix with few entry evaluations Yifan Chen Ethan N. Epperly J. Tropp R. Webber 121 33 0 13 Jul 2022
Improved analysis of randomized SVD for top-eigenvector approximation Ruo-Chun Tzeng Po-An Wang Florian Adriaens Aristides Gionis Chi-Jen Lu 38 1 0 16 Feb 2022
$Low-Rank Approximation with $1/ε^{1/3}$ Matrix-Vector Products$ Low-Rank Approximation with $1/ε^{1/3}$ Matrix-Vector Products Ainesh Bakshi K. Clarkson David P. Woodruff 73 16 0 10 Feb 2022
Sublinear Time Approximation of Text Similarity Matrices Archan Ray Nicholas Monath Andrew McCallum Cameron Musco 62 7 0 17 Dec 2021
Learning a Latent Simplex in Input-Sparsity Time Ainesh Bakshi Chiranjib Bhattacharyya R. Kannan David P. Woodruff Samson Zhou 140 10 0 17 May 2021
Faster Kernel Matrix Algebra via Density Estimation A. Backurs Piotr Indyk Cameron Musco Tal Wagner 70 8 0 16 Feb 2021
Quantum-Inspired Algorithms from Randomized Numerical Linear Algebra Nadiia Chepurko K. Clarkson L. Horesh Honghao Lin David P. Woodruff 60 24 0 09 Nov 2020
Generalized Leverage Score Sampling for Neural Networks Jason D. Lee Ruoqi Shen Zhao Song Mengdi Wang Zheng Yu 71 43 0 21 Sep 2020
Projection-Cost-Preserving Sketches: Proof Strategies and Constructions Cameron Musco Christopher Musco 45 12 0 17 Apr 2020
Sublinear Time Numerical Linear Algebra for Structured Matrices Xiaofei Shi David P. Woodruff 54 17 0 12 Dec 2019
Robust and Sample Optimal Algorithms for PSD Low-Rank Approximation Ainesh Bakshi Nadiia Chepurko David P. Woodruff 60 20 0 09 Dec 2019
Adversarially Robust Low Dimensional Representations Pranjal Awasthi Vaggos Chatziafratis Xue Chen Aravindan Vijayaraghavan AAML OOD 103 12 0 29 Nov 2019
Optimal Sketching for Kronecker Product Regression and Low Rank Approximation H. Diao Rajesh Jayaram Zhao Song Wen Sun David P. Woodruff 76 45 0 29 Sep 2019
Sample-Optimal Low-Rank Approximation of Distance Matrices Piotr Indyk A. Vakilian Tal Wagner David P. Woodruff 53 36 0 02 Jun 2019
Tight Kernel Query Complexity of Kernel Ridge Regression and Kernel $k$ -means Clustering Manuel Fernández David P. Woodruff T. Yasuda 60 7 0 15 May 2019
A Universal Sampling Method for Reconstructing Signals with Simple Fourier Transforms H. Avron Michael Kapralov Cameron Musco Christopher Musco A. Velingker A. Zandieh 64 49 0 20 Dec 2018
Is Input Sparsity Time Possible for Kernel Low-Rank Approximation? Cameron Musco David P. Woodruff 105 13 0 05 Nov 2017
Fixed-Rank Approximation of a Positive-Semidefinite Matrix from Streaming Data J. Tropp A. Yurtsever Madeleine Udell Volkan Cevher 80 81 0 18 Jun 2017