functional_tests/ft_estimate_semipmetric_erf.R

In wxwx1993/GPSmatching: Matching on Generalized Propensity Scores with Continuous Exposures

m_d <- generate_syn_data(sample_size = 100)
pseudo_pop <- generate_pseudo_pop(m_d$Y,
                                 m_d$treat,
                                 m_d[c("cf1","cf2","cf3","cf4","cf5","cf6")],
                                 ci_appr = "matching",
                                 pred_model = "sl",
                                 sl_lib = c("m_xgboost"),
                                 params = list(xgb_nrounds=c(10,20,30),
                                  xgb_eta=c(0.1,0.2,0.3)),
                                 nthread = 1,
                                 covar_bl_method = "absolute",
                                 covar_bl_trs = 0.1,
                                 covar_bl_trs_type = "mean",
                                 max_attempt = 1,
                                 matching_fun = "matching_l1",
                                 delta_n = 1,
                                 scale = 0.5)
outcome_m <- estimate_semipmetric_erf (formula = Y ~ w,
                                       family = gaussian,
                                       data = pseudo_pop$pseudo_pop,
                                       ci_appr = "matching")