Updating policy parameters under Markov decision process system environment
AssigneeInternational Business Machines Corporation
InventorsTetsuro Morimura, Takayuki Osogami, Tomoyuki Shirai
Life of this patent
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Abstract
Embodiments relate to updating a parameter defining a policy under a Markov decision process system environment. An aspect includes updating the policy parameter stored in a storage section of a controller according to an update equation. The update equation includes a term for decreasing a weighted sum of expected hitting times over a first state (s) and a second state (s′) of a statistic on the number of steps required to make a first state transition from the first state (s) to the second state (s′).
Claims10
A computer-implemented method for updating a policy parameter defining a policy under a Markov decision process system environment, the method comprising:
- updating, by a controller, the policy parameter stored in a storage section of the controller according to an update equation, the update equation further comprising a term for decreasing a weighted sum of expected hitting times over a first state (s) and a second state (s′) of a statistic on the number of steps required to make a first state transition from the first state (s) to the second state (s′).
Dependencies are inferred from the claim text.