A Relative Ignorability Framework for Decision-Relevant Observability in Control Theory and Reinforcement Learning

MaryLena Bleile, Minh-Nhat Phung, Minh-Binh Tran

Sequential decision-making systems routinely operate with missing or incomplete data. Classical reinforcement learning theory, which is commonly used to solve sequential decision p…