├── .Rbuildignore ├── .gitignore ├── DESCRIPTION ├── LICENSE ├── NAMESPACE ├── R ├── CATE_estimators.R ├── DRBART.R ├── DRRF.R ├── ExmpleSetups_causaleffects.R ├── MBART.R ├── MRF.R ├── R_beta │ ├── XRF_autotune_gpp.R │ ├── XRF_autotune_simple.R │ ├── selector_double_robust.R │ ├── selector_fishers_exact.R │ ├── selector_matching.R │ ├── selector_subset.R │ └── selector_transformed.R ├── SBART.R ├── SRF.R ├── TBART.R ├── TRF.R ├── Tune │ ├── SLearner │ │ ├── BRC_Rand_TuneS.sh │ │ ├── BRC_submit.sh │ │ ├── HowtoSubmitMultipleJobs.txt │ │ ├── Rand_TuneS.R │ │ ├── Rand_TuneS.sh │ │ └── getParameters.R │ ├── TLearner │ │ ├── BRC_Rand_TuneT.sh │ │ ├── BRC_submit.sh │ │ ├── HowtoSubmitMultipleJobs.txt │ │ ├── Rand_TuneT.R │ │ ├── Rand_TuneT.sh │ │ └── getParameters.R │ ├── XLearner │ │ ├── TuneACIC16 │ │ │ ├── BRC_Rand_TuneX.sh │ │ │ ├── BRC_submit.sh │ │ │ ├── Rand_CI_TuneX.R │ │ │ ├── Rand_TuneX.R │ │ │ ├── getParameters.R │ │ │ ├── solutions │ │ │ │ └── readme.txt │ │ │ └── test_data │ │ │ │ └── readme.txt │ │ └── TuneOurDataSets │ │ │ ├── BRC_Rand_TuneX.sh │ │ │ ├── BRC_submit.sh │ │ │ ├── HowtoSubmitMultipleJobs.txt │ │ │ ├── Rand_CI_TuneX.R │ │ │ ├── Rand_TuneS.sh │ │ │ ├── Rand_TuneX.R │ │ │ ├── Rand_TuneX.sh │ │ │ ├── find_which_direction_matters.R │ │ │ ├── getParameters.R │ │ │ ├── getParameters_MSE.R │ │ │ ├── simulate.R │ │ │ └── simulate.sh │ ├── adaptivityfigue.pdf │ ├── adaptivityfigue1.pdf │ ├── adaptivityfigue2.pdf │ ├── adaptivityfigue2000.pdf │ ├── adaptivityfigue2017-04-18.pdf │ ├── adaptivityfigue2017-04-19.png │ ├── adaptivityfigue5.pdf │ ├── adaptivityfigueOnlyS.pdf │ ├── gotvtest.R │ └── plot_adaptivity_comparison.R ├── XBART.R ├── XRF.R └── helper_functions.R ├── README.md ├── causalToolbox.Rproj ├── data ├── gotv.rda ├── transphobia.rda └── uncleaned_transphobia.rda ├── man ├── CateCI-M_BART.Rd ├── CateCI-MetaLearner.Rd ├── CateCI-S_BART.Rd ├── CateCI-T_BART.Rd ├── CateCI-X_BART.Rd ├── CateCI.Rd ├── DRleaners.Rd ├── EstimateCate-DR_hRF.Rd ├── EstimateCate-M_BART.Rd ├── EstimateCate-S_BART.Rd ├── EstimateCate-S_hRF.Rd ├── EstimateCate-T_BART-method.Rd ├── EstimateCate-T_hRF.Rd ├── EstimateCate-X_BART.Rd ├── EstimateCate-X_hRF.Rd ├── EstimateCate.Rd ├── Mlearners.Rd ├── Slearners.Rd ├── Tlearners.Rd ├── Xleaners.Rd ├── causalExp.Rd ├── gotv.Rd ├── transphobia.Rd └── uncleaned_transphobia.Rd └── tests ├── performance ├── CATEestimators │ ├── BRC_CATE_MSE_evaluate_pipeline.sh │ ├── BRC_submit.sh │ ├── CATE_MSE_evaluate_pipeline.R │ ├── SCF_CATE_MSE_evaluate_pipeline.sh │ ├── SCF_submit.sh │ └── howto_CATE_MSE_evaluate_pipeline.txt ├── ConfidenceIntervals │ ├── CATE_CI_evaluate_pipeline.R │ ├── CI_CF.R │ ├── CI_CF.sh │ ├── CI_CF_plots.R │ ├── CI_X_hRF.R │ ├── CI_X_hRF.sh │ ├── CI_X_hRF_plots.R │ └── plots │ │ ├── CF_Conf1_dim100_n100.pdf │ │ ├── CF_Conf1_dim100_n1000.pdf │ │ ├── CF_Conf1_dim100_n10000.pdf │ │ ├── CF_Conf1_dim100_n1e+05.pdf │ │ ├── CF_Conf1_dim100_n2000.pdf │ │ ├── CF_Conf1_dim100_n500.pdf │ │ ├── CF_Conf1_dim20_n1000.pdf │ │ ├── CF_Conf1_dim20_n10000.pdf │ │ ├── CF_Conf1_dim20_n1e+05.pdf │ │ ├── CF_Conf1_dim20_n2000.pdf │ │ ├── CF_Conf1_dim20_n500.pdf │ │ ├── CF_Conf1_dim50_n1000.pdf │ │ ├── CF_Conf1_dim50_n10000.pdf │ │ ├── CF_Conf1_dim50_n1e+05.pdf │ │ ├── CF_Conf1_dim50_n2000.pdf │ │ ├── CF_Conf1_dim50_n500.pdf │ │ ├── CF_RespSparseTau1strong_dim100_n1000.pdf │ │ ├── CF_RespSparseTau1strong_dim100_n10000.pdf │ │ ├── CF_RespSparseTau1strong_dim100_n1e+05.pdf │ │ ├── CF_RespSparseTau1strong_dim100_n2000.pdf │ │ ├── CF_RespSparseTau1strong_dim100_n500.pdf │ │ ├── CF_RespSparseTau1strong_dim20_n1000.pdf │ │ ├── CF_RespSparseTau1strong_dim20_n10000.pdf │ │ ├── CF_RespSparseTau1strong_dim20_n1e+05.pdf │ │ ├── CF_RespSparseTau1strong_dim20_n2000.pdf │ │ ├── CF_RespSparseTau1strong_dim20_n500.pdf │ │ ├── CF_RespSparseTau1strong_dim50_n100.pdf │ │ ├── CF_RespSparseTau1strong_dim50_n1000.pdf │ │ ├── CF_RespSparseTau1strong_dim50_n10000.pdf │ │ ├── CF_RespSparseTau1strong_dim50_n1e+05.pdf │ │ ├── CF_RespSparseTau1strong_dim50_n2000.pdf │ │ ├── CF_RespSparseTau1strong_dim50_n500.pdf │ │ ├── CF_RsparseT2weak_dim100_n100.pdf │ │ ├── CF_RsparseT2weak_dim100_n1000.pdf │ │ ├── CF_RsparseT2weak_dim100_n10000.pdf │ │ ├── CF_RsparseT2weak_dim100_n1e+05.pdf │ │ ├── CF_RsparseT2weak_dim100_n2000.pdf │ │ ├── CF_RsparseT2weak_dim100_n500.pdf │ │ ├── CF_RsparseT2weak_dim20_n1000.pdf │ │ ├── CF_RsparseT2weak_dim20_n10000.pdf │ │ ├── CF_RsparseT2weak_dim20_n1e+05.pdf │ │ ├── CF_RsparseT2weak_dim20_n2000.pdf │ │ ├── CF_RsparseT2weak_dim20_n500.pdf │ │ ├── CF_RsparseT2weak_dim50_n100.pdf │ │ ├── CF_RsparseT2weak_dim50_n1000.pdf │ │ ├── CF_RsparseT2weak_dim50_n10000.pdf │ │ ├── CF_RsparseT2weak_dim50_n1e+05.pdf │ │ ├── CF_RsparseT2weak_dim50_n2000.pdf │ │ ├── CF_RsparseT2weak_dim50_n500.pdf │ │ ├── CF_STMpp_dim100_n100.pdf │ │ ├── CF_STMpp_dim100_n1000.pdf │ │ ├── CF_STMpp_dim100_n10000.pdf │ │ ├── CF_STMpp_dim100_n2000.pdf │ │ ├── CF_STMpp_dim100_n500.pdf │ │ ├── CF_STMpp_dim20_n100.pdf │ │ ├── CF_STMpp_dim20_n1000.pdf │ │ ├── CF_STMpp_dim20_n10000.pdf │ │ ├── CF_STMpp_dim20_n1e+05.pdf │ │ ├── CF_STMpp_dim20_n2000.pdf │ │ ├── CF_STMpp_dim20_n500.pdf │ │ ├── CF_STMpp_dim50_n100.pdf │ │ ├── CF_STMpp_dim50_n1000.pdf │ │ ├── CF_STMpp_dim50_n10000.pdf │ │ ├── CF_STMpp_dim50_n2000.pdf │ │ ├── CF_STMpp_dim50_n500.pdf │ │ ├── CF_Ufail_dim100_n100.pdf │ │ ├── CF_Ufail_dim100_n1000.pdf │ │ ├── CF_Ufail_dim100_n10000.pdf │ │ ├── CF_Ufail_dim100_n2000.pdf │ │ ├── CF_Ufail_dim100_n500.pdf │ │ ├── CF_Ufail_dim20_n100.pdf │ │ ├── CF_Ufail_dim20_n1000.pdf │ │ ├── CF_Ufail_dim20_n10000.pdf │ │ ├── CF_Ufail_dim20_n2000.pdf │ │ ├── CF_Ufail_dim20_n500.pdf │ │ ├── CF_Ufail_dim50_n100.pdf │ │ ├── CF_Ufail_dim50_n1000.pdf │ │ ├── CF_Ufail_dim50_n10000.pdf │ │ ├── CF_Ufail_dim50_n2000.pdf │ │ ├── CF_Ufail_dim50_n500.pdf │ │ ├── CF_Usual1_dim100_n100.pdf │ │ ├── CF_Usual1_dim100_n1000.pdf │ │ ├── CF_Usual1_dim100_n10000.pdf │ │ ├── CF_Usual1_dim100_n2000.pdf │ │ ├── CF_Usual1_dim100_n500.pdf │ │ ├── CF_Usual1_dim20_n100.pdf │ │ ├── CF_Usual1_dim20_n1000.pdf │ │ ├── CF_Usual1_dim20_n10000.pdf │ │ ├── CF_Usual1_dim20_n2000.pdf │ │ ├── CF_Usual1_dim20_n500.pdf │ │ ├── CF_Usual1_dim50_n100.pdf │ │ ├── CF_Usual1_dim50_n1000.pdf │ │ ├── CF_Usual1_dim50_n10000.pdf │ │ ├── CF_Usual1_dim50_n2000.pdf │ │ ├── CF_Usual1_dim50_n500.pdf │ │ ├── CF_Wager1_dim100_n100.pdf │ │ ├── CF_Wager1_dim100_n1000.pdf │ │ ├── CF_Wager1_dim100_n10000.pdf │ │ ├── CF_Wager1_dim100_n2000.pdf │ │ ├── CF_Wager1_dim100_n500.pdf │ │ ├── CF_Wager1_dim20_n100.pdf │ │ ├── CF_Wager1_dim20_n1000.pdf │ │ ├── CF_Wager1_dim20_n10000.pdf │ │ ├── CF_Wager1_dim20_n2000.pdf │ │ ├── CF_Wager1_dim20_n500.pdf │ │ ├── CF_Wager1_dim50_n100.pdf │ │ ├── CF_Wager1_dim50_n1000.pdf │ │ ├── CF_Wager1_dim50_n10000.pdf │ │ ├── CF_Wager1_dim50_n2000.pdf │ │ ├── CF_Wager1_dim50_n500.pdf │ │ ├── CF_complexTau_dim100_n100.pdf │ │ ├── CF_complexTau_dim100_n1000.pdf │ │ ├── CF_complexTau_dim100_n10000.pdf │ │ ├── CF_complexTau_dim100_n1e+05.pdf │ │ ├── CF_complexTau_dim100_n2000.pdf │ │ ├── CF_complexTau_dim100_n500.pdf │ │ ├── CF_complexTau_dim20_n100.pdf │ │ ├── CF_complexTau_dim20_n1000.pdf │ │ ├── CF_complexTau_dim20_n10000.pdf │ │ ├── CF_complexTau_dim20_n1e+05.pdf │ │ ├── CF_complexTau_dim20_n2000.pdf │ │ ├── CF_complexTau_dim20_n500.pdf │ │ ├── CF_complexTau_dim50_n100.pdf │ │ ├── CF_complexTau_dim50_n1000.pdf │ │ ├── CF_complexTau_dim50_n10000.pdf │ │ ├── CF_complexTau_dim50_n1e+05.pdf │ │ ├── CF_complexTau_dim50_n2000.pdf │ │ ├── CF_complexTau_dim50_n500.pdf │ │ ├── X_Conf1_dim100_n100.pdf │ │ ├── X_Conf1_dim100_n1000.pdf │ │ ├── X_Conf1_dim100_n2000.pdf │ │ ├── X_Conf1_dim100_n500.pdf │ │ ├── X_Conf1_dim20_n100.pdf │ │ ├── X_Conf1_dim20_n1000.pdf │ │ ├── X_Conf1_dim20_n2000.pdf │ │ ├── X_Conf1_dim20_n500.pdf │ │ ├── X_Conf1_dim50_n1000.pdf │ │ ├── X_Conf1_dim50_n2000.pdf │ │ ├── X_Conf1_dim50_n500.pdf │ │ ├── X_RespSparseTau1strong_dim100_n100.pdf │ │ ├── X_RespSparseTau1strong_dim100_n1000.pdf │ │ ├── X_RespSparseTau1strong_dim100_n200.pdf │ │ ├── X_RespSparseTau1strong_dim100_n2000.pdf │ │ ├── X_RespSparseTau1strong_dim100_n500.pdf │ │ ├── X_RespSparseTau1strong_dim20_n100.pdf │ │ ├── X_RespSparseTau1strong_dim20_n1000.pdf │ │ ├── X_RespSparseTau1strong_dim20_n10000.pdf │ │ ├── X_RespSparseTau1strong_dim20_n2000.pdf │ │ ├── X_RespSparseTau1strong_dim20_n500.pdf │ │ ├── X_RespSparseTau1strong_dim50_n100.pdf │ │ ├── X_RespSparseTau1strong_dim50_n1000.pdf │ │ ├── X_RespSparseTau1strong_dim50_n10000.pdf │ │ ├── X_RespSparseTau1strong_dim50_n200.pdf │ │ ├── X_RespSparseTau1strong_dim50_n2000.pdf │ │ ├── X_RespSparseTau1strong_dim50_n500.pdf │ │ ├── X_RsparseT2weak_dim100_n100.pdf │ │ ├── X_RsparseT2weak_dim100_n1000.pdf │ │ ├── X_RsparseT2weak_dim100_n10000.pdf │ │ ├── X_RsparseT2weak_dim100_n200.pdf │ │ ├── X_RsparseT2weak_dim100_n2000.pdf │ │ ├── X_RsparseT2weak_dim100_n500.pdf │ │ ├── X_RsparseT2weak_dim20_n100.pdf │ │ ├── X_RsparseT2weak_dim20_n1000.pdf │ │ ├── X_RsparseT2weak_dim20_n10000.pdf │ │ ├── X_RsparseT2weak_dim20_n200.pdf │ │ ├── X_RsparseT2weak_dim20_n2000.pdf │ │ ├── X_RsparseT2weak_dim20_n500.pdf │ │ ├── X_RsparseT2weak_dim50_n100.pdf │ │ ├── X_RsparseT2weak_dim50_n1000.pdf │ │ ├── X_RsparseT2weak_dim50_n10000.pdf │ │ ├── X_RsparseT2weak_dim50_n2000.pdf │ │ ├── X_RsparseT2weak_dim50_n500.pdf │ │ ├── X_STMpp_dim100_n100.pdf │ │ ├── X_STMpp_dim100_n1000.pdf │ │ ├── X_STMpp_dim100_n2000.pdf │ │ ├── X_STMpp_dim100_n500.pdf │ │ ├── X_STMpp_dim20_n100.pdf │ │ ├── X_STMpp_dim20_n1000.pdf │ │ ├── X_STMpp_dim20_n2000.pdf │ │ ├── X_STMpp_dim20_n500.pdf │ │ ├── X_STMpp_dim50_n100.pdf │ │ ├── X_STMpp_dim50_n1000.pdf │ │ ├── X_STMpp_dim50_n2000.pdf │ │ ├── X_STMpp_dim50_n500.pdf │ │ ├── X_Ufail_dim100_n100.pdf │ │ ├── X_Ufail_dim100_n1000.pdf │ │ ├── X_Ufail_dim100_n2000.pdf │ │ ├── X_Ufail_dim100_n500.pdf │ │ ├── X_Ufail_dim20_n100.pdf │ │ ├── X_Ufail_dim20_n1000.pdf │ │ ├── X_Ufail_dim20_n2000.pdf │ │ ├── X_Ufail_dim20_n500.pdf │ │ ├── X_Ufail_dim50_n100.pdf │ │ ├── X_Ufail_dim50_n1000.pdf │ │ ├── X_Ufail_dim50_n2000.pdf │ │ ├── X_Ufail_dim50_n500.pdf │ │ ├── X_Usual1_dim100_n100.pdf │ │ ├── X_Usual1_dim100_n1000.pdf │ │ ├── X_Usual1_dim100_n2000.pdf │ │ ├── X_Usual1_dim100_n500.pdf │ │ ├── X_Usual1_dim20_n100.pdf │ │ ├── X_Usual1_dim20_n1000.pdf │ │ ├── X_Usual1_dim20_n2000.pdf │ │ ├── X_Usual1_dim20_n500.pdf │ │ ├── X_Usual1_dim50_n100.pdf │ │ ├── X_Usual1_dim50_n1000.pdf │ │ ├── X_Usual1_dim50_n2000.pdf │ │ ├── X_Usual1_dim50_n500.pdf │ │ ├── X_Wager1_dim100_n100.pdf │ │ ├── X_Wager1_dim100_n1000.pdf │ │ ├── X_Wager1_dim100_n500.pdf │ │ ├── X_Wager1_dim20_n100.pdf │ │ ├── X_Wager1_dim20_n1000.pdf │ │ ├── X_Wager1_dim20_n2000.pdf │ │ ├── X_Wager1_dim20_n500.pdf │ │ ├── X_Wager1_dim50_n100.pdf │ │ ├── X_Wager1_dim50_n1000.pdf │ │ ├── X_Wager1_dim50_n500.pdf │ │ ├── X__Summary_RsparseT2weak.pdf │ │ ├── X_complexTau_dim100_n100.pdf │ │ ├── X_complexTau_dim100_n1000.pdf │ │ ├── X_complexTau_dim100_n200.pdf │ │ ├── X_complexTau_dim100_n2000.pdf │ │ ├── X_complexTau_dim100_n500.pdf │ │ ├── X_complexTau_dim20_n100.pdf │ │ ├── X_complexTau_dim20_n1000.pdf │ │ ├── X_complexTau_dim20_n200.pdf │ │ ├── X_complexTau_dim20_n2000.pdf │ │ ├── X_complexTau_dim20_n500.pdf │ │ ├── X_complexTau_dim50_n100.pdf │ │ ├── X_complexTau_dim50_n1000.pdf │ │ ├── X_complexTau_dim50_n200.pdf │ │ ├── X_complexTau_dim50_n2000.pdf │ │ └── X_complexTau_dim50_n500.pdf └── selectors │ ├── ChosenMSE_violin_plot.pdf │ ├── ChosenMSE_violin_plot_3.pdf │ ├── ChosenMSE_violin_plot_3_no_dublicated.pdf │ ├── ChosenMSE_violin_plot_new.pdf │ ├── Conf1_violin_plot.pdf │ ├── WA1_violin_plot.pdf │ ├── constant_e_violin_plot.pdf │ ├── e0.01_violin_plot.pdf │ ├── e0.1_violin_plot.pdf │ ├── e0.5_violin_plot.pdf │ ├── nonconstant_e_violin_plot.pdf │ ├── rank_selector.R │ ├── rank_selector_soe.R │ ├── selector_evaluate_pipeline.R │ ├── selector_evaluate_pipeline.sh │ ├── selector_submit.sh │ └── sim_data │ └── #cfl.dropboxstatic.com.url ├── testcases ├── Shrf_test.R ├── Thrf_test.R ├── X_hRF_CATECI.R ├── Xhrf_autotune_test.R ├── Xhrf_test.R ├── exampleSetups_causaleffects.R └── simulation.R ├── testthat.R └── testthat ├── knownTestValues ├── TBART1 ├── testvalues-M_BART1 ├── testvalues-M_BART2 ├── testvalues-M_BART3 ├── testvalues-M_RF1 ├── testvalues-M_RF2 ├── testvalues-M_RF3 ├── testvalues-S_BART ├── testvalues-T_BART5 ├── testvalues-T_BART6 └── testvalues-X_BART ├── old ├── test-CATEestimator-XhRF_autotune_hyperband.R ├── test-CATEestimator-Xhrf_autotune_gpp.R ├── test-CATEestimator-Xhrf_autotune_simple.R ├── test-CATEestimator-autoJointHonestRF.R ├── test-CateCI.R ├── test-selector_double_robust.R ├── test-selector_fisher_exact.R ├── test-selector_matching.R ├── test-selector_subset.R └── test-selector_transformed.R ├── test-CATEestimator-M-BART.R ├── test-CATEestimator-M-RF.R ├── test-CATEestimator-S-BART.R ├── 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