Method and system for improving a policy for a stochastic control problem

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United States of America Patent

PATENT NO 11017289
APP PUB NO 20170323195A1
SERIAL NO

15590614

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Abstract

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A method and system for improving a stochastic control problem policy, the method including a sampling device obtaining data representing sample Boltzmann machine configurations, obtaining a stochastic control problem's initialization data and initial policy; assigning representative data of initial coupler weights and node biases and the Boltzmann machine's transverse field strength to the sampling device; until a stopping criterion is met, generating a present-epoch state-action pair, amending, sampling for the present-epoch state-action pair, approximating a present-epoch state-action Q-function value, obtaining a future-epoch state-action pair through a stochastic state process including a stochastic optimization test on all state-action pairs to provide the action at the future-epoch and update the future-epoch state's policy; amending the representative data, sampling for the future-epoch state-action pair, obtaining a future-epoch state-action Q-function value, updating each weight and bias and providing the policy when the stopping criterion is met.

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Patent Owner(s)

  • 1QB INFORMATION TECHNOLOGIES INC.

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Crawford, Daniel Vancouver, CA 24 114
Levit, Anna Coquitlam, CA 4 39
Ronagh, Pooya Vancouver, CA 24 202

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