High-dimensional Experimental Design and Kernel Bandits

Romain Camilleri, Kevin Jamieson, Julian Katz-Samuels

Abstract: In recent years methods from optimal linear experimental design have been leveraged to obtain state of the art results for linear bandits. A design returned from an objective such as G-optimal desi...