2021
Effective Distributed Learning with Random Features: Improved Bounds and Algorithms
ICLR 2021poster
In this paper, we study the statistical properties of distributed kernel ridge regression together with random features (DKRR-RF), and obtain optimal generalization bounds under the basic setting, which can substantially relax the restriction on the number of local machines in the existing state-of-…