HEXQ

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HEXQ is a reinforcement learning algorithm created by Bernhard Hengst, which attempts to solve a Markov Decision Process by decomposing it hierarchically. [1]

Bernhard Hengst (2002). Discovering Hierarchy in Reinforcement Learning with HEXQ.