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Forecasting Treatment Responses Over Time Using Recurrent Marginal Structural Networks

by Bryan Lim, Ahmed Alaa and Mihaela van der Schaar, NeurIPS 2018

Usage instructions

  • To generate a new simulation, run hyperparameter optimisation and tests for the RMSN use :

    bash test_rmsn.sh

  • This produces the raw MSEs into the "results" folder, and saves calibrated models into the "models" folder

  • Note that for the paper, results are imported in normalised root mean-squared error terms -> i.e. sqrt(mse) / 1150