Safe Exploration for Optimization with Gaussian Processes

Yanan Sui, Alkis Gotovos, Joel W. Burdick, Andreas Krause

Abstract: We consider sequential decision problems under uncertainty, where we seek to optimize an unknown function from noisy samples. This requires balancing exploration (learning about the objective) and ...