A Study of Clustering Techniques and Hierarchical Matrix Formats for Kernel Ridge Regression

Elizaveta Rebrova, Gustavo Chavez, Yang Liu +2

We present memory-efficient and scalable algorithms for kernel methods used in machine learning. Using hierarchical matrix approximations for the kernel matrix the memory requireme…