Solving Continuous POMDPs: Value Iteration with Incremental Learning of an Efficient Space Representation

Sebastian Brechtel, Tobias Gindele, Rüdiger Dillmann

Abstract: Discrete POMDPs of medium complexity can be approximately solved in reasonable time. However, most applications have a continuous and thus uncountably infinite state space. We propose the novel con...