Accelerating Point-Based Value Iteration via Active Sampling of Belief Points and Gaussian Process Regression

Siqiong Zhou, Ashif S. Iquebal, Esma S. Gel

Partially Observable Markov Decision Processes (POMDPs) are fundamental to decision-making under uncertainty. We introduce a novel scalable approach to accelerate upper bound estim…