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T1DM_qlearning

R File descriptions

Simulation

@_simulate_data.R In this R file, we simulate data to be used for Reinforcement Learning, relying on the simglucose project on GitHub. The controller is randomized.

@_simulate_data_for_grid_search.R Same as @_simulate_data.R for several baseline bolus advisors.

@_simulate_data_spec_policy.R Same as @_simulate_data.R for a deterministic policy.

Q-Learning w/ function approximation

@_parametrized_qlearning_V3.R We apply our function approximation Q-Learning algorithm to simulated data.

@_pql_V3_foo.R Functions used in @_parametrized_qlearning_V3.R

Visualization

@_viz_results.R Visualization of the policy found + daily blood glucose profiles

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