Mikhail Belkin

On the Nystrom Approximation for Preconditioning in Kernel Machines

2023 · arXiv (Cornell University)

Kernel methods are a popular class of nonlinear predictive models in machine learning. Scalable algorithms for learning kernel models need to be iterative in nature, but convergence can be slow due to poor conditioning. Spectral …