This repository reproduces results from the paper Estimating Complier Average Causal Effects with Mixtures of Experts [arXiv].

This repository is written and maintained by François Grolleau ([email protected]).

em_part1.R implements the EM Algorithm C.1 from the paper (step 1.)

em_part1_mon.R implements the EM Algorithm C.12 from the paper (step 1 with monotonicity.)

em_part2_bin_er.R implements the EM Algorithm C.7 from the paper (step 2 with exclusion restriction.)

em_part2_bin_test.R implements the EM Algorithm C.2 from the paper (step 2.)

full_fun_er_fix2.R implements the EM Algorithm C.7 from the paper (step 2 with exclusion restriction.)

gen_dat_full.R data generating process from the simulations.

plot_sim.R plots figures 1 and 4 from simulation results.

simulation_funs.r functions to prepare the parallelized simulation.

simulations.R code to run the simulations and save the results.

sim_res/table/convergence.R reproduces the convergence plots given figures 2 and 5.

Miscellananeous: full_fun_er_fix.R, full_fun_er_fix_eff_old.R