Randomized Quasi-Monte Carlo Features for Kernel Approximation

8 March 2025

Papers citing "Randomized Quasi-Monte Carlo Features for Kernel Approximation"

7 / 7 papers shown

Title
Fast Summation of Radial Kernels via QMC Slicing Johannes Hertrich Tim Jahn Michael Quellmalz 94 5 0 02 Oct 2024
Random Features for Kernel Approximation: A Survey on Algorithms, Theory, and Beyond Fanghui Liu Xiaolin Huang Yudong Chen Johan A. K. Suykens BDL 122 175 0 23 Apr 2020
Random Fourier Features for Kernel Ridge Regression: Approximation Bounds and Statistical Guarantees H. Avron Michael Kapralov Cameron Musco Christopher Musco A. Velingker A. Zandieh 73 156 0 26 Apr 2018
On the Error of Random Fourier Features Danica J. Sutherland J. Schneider 86 192 0 09 Jun 2015
Quasi-Monte Carlo Feature Maps for Shift-Invariant Kernels H. Avron Vikas Sindhwani Jiyan Yang Michael W. Mahoney 87 166 0 29 Dec 2014
How to Scale Up Kernel Methods to Be As Good As Deep Neural Nets Zhiyun Lu Avner May Kuan Liu A. Garakani Dong Guo ... Linxi Fan Michael Collins Brian Kingsbury M. Picheny Fei Sha BDL 129 66 0 14 Nov 2014
Fastfood: Approximate Kernel Expansions in Loglinear Time Quoc V. Le Tamás Sarlós Alex Smola 95 445 0 13 Aug 2014