Files in Larsvanderlaan/npcausalML

Nonparametric estimation of the relative risk function

BatchScripts/R_setup.R BatchScripts/test.R Example.R FinalSimulationCode/SieveDimensionPlot.R FinalSimulationCode/SieveDimensionPlot_xgboost.R FinalSimulationCode/performancePlot_RR_gam.R FinalSimulationCode/performancePlot_RR_xgboost.R FinalSimulationCode/performancePlot_gam.R FinalSimulationCode/performancePlot_gam_highdim.R FinalSimulationCode/performancePlot_xgboost.R FinalSimulationCode/performancePlot_xgboost_highdim.R FinalSimulationCode/simCATE.R FinalSimulationCode/simCATEHighDim.R FinalSimulationCode/simRR.R FinalSimulationCode/simsCATE_gam.R FinalSimulationCode/simsCATE_gam_highdim.R FinalSimulationCode/simsCATE_xgboost.R FinalSimulationCode/simsCATE_xgboost_highdim.R FinalSimulationCode/simsLRR_gam.R FinalSimulationCode/simsLRR_xgboost.R HistogramDR.pdf IntroExample.Rmd R/EP_learner.R R/Lrnr_earth.R R/bspline_basis.R R/estimand_specs.R R/estimate_likelihood.R R/fourier_basis.R R/helpers.R R/minimizers_and_risk_functions.R R/oldCode/estimate_LRR_using_sieve.R R/oldCode/estimate_LRR_using_sieve_for_cv_folds.R R/oldCode/estimate_sieve_nuisances.R R/oldCode/nonconvexLRRsim.R R/oldCode/npRR.R R/oldCode/npRRWorkingModel.R SimsPaperCATEHighDim.R boundViol.pdf boundViolHistogramOutcome.pdf boundViolNoEP.pdf boundViolNoEP_1.pdf boundViolNoEP_2.pdf boundViolNoEP_4.pdf boundViolNoEP_7.pdf boundViol_T.pdf boundViol_cv.pdf boundViol_cv_T.pdf boundViol_cv_noEP.pdf introLRRTable.pdf mainSimResults/FellowshipperformancePlot_GAM_CATE_highDim_pos=FALSEhard=FALSE_mainpaper.pdf mainSimResults/FellowshipperformancePlot_GAM_CATE_highDim_pos=FALSEhard=TRUE_mainpaper.pdf mainSimResults/FellowshipperformancePlot_GAM_CATE_highDim_pos=TRUEhard=FALSE_mainpaper.pdf mainSimResults/FellowshipperformancePlot_GAM_CATE_highDim_pos=TRUEhard=TRUE_mainpaper.pdf mainSimResults/performancePlot_CATE_GAM_highDim_pos=FALSEhard=FALSE.pdf mainSimResults/performancePlot_CATE_GAM_highDim_pos=FALSEhard=FALSE_mainpaper.pdf mainSimResults/performancePlot_CATE_GAM_highDim_pos=FALSEhard=TRUE.pdf mainSimResults/performancePlot_CATE_GAM_highDim_pos=FALSEhard=TRUE_mainpaper.pdf mainSimResults/performancePlot_CATE_GAM_highDim_pos=TRUEhard=FALSE.pdf mainSimResults/performancePlot_CATE_GAM_highDim_pos=TRUEhard=FALSE_mainpaper.pdf mainSimResults/performancePlot_CATE_GAM_highDim_pos=TRUEhard=TRUE.pdf mainSimResults/performancePlot_CATE_GAM_highDim_pos=TRUEhard=TRUE_mainpaper.pdf mainSimResults/performancePlot_CATE_GAM_pos=FALSEhard=FALSE.pdf mainSimResults/performancePlot_CATE_GAM_pos=FALSEhard=FALSE_GAM (s=1).pdf mainSimResults/performancePlot_CATE_GAM_pos=FALSEhard=FALSE_GAM (s=3).pdf mainSimResults/performancePlot_CATE_GAM_pos=FALSEhard=FALSE_GAM (s=cv).pdf mainSimResults/performancePlot_CATE_GAM_pos=FALSEhard=FALSE_MARS (earth).pdf mainSimResults/performancePlot_CATE_GAM_pos=FALSEhard=FALSE_mainpaper.pdf mainSimResults/performancePlot_CATE_GAM_pos=FALSEhard=TRUE.pdf mainSimResults/performancePlot_CATE_GAM_pos=FALSEhard=TRUE_GAM (s=1).pdf mainSimResults/performancePlot_CATE_GAM_pos=FALSEhard=TRUE_GAM (s=3).pdf mainSimResults/performancePlot_CATE_GAM_pos=FALSEhard=TRUE_GAM (s=cv).pdf mainSimResults/performancePlot_CATE_GAM_pos=FALSEhard=TRUE_MARS (earth).pdf mainSimResults/performancePlot_CATE_GAM_pos=FALSEhard=TRUE_mainpaper.pdf mainSimResults/performancePlot_CATE_GAM_pos=TRUEhard=FALSE.pdf mainSimResults/performancePlot_CATE_GAM_pos=TRUEhard=FALSE_GAM (s=1).pdf mainSimResults/performancePlot_CATE_GAM_pos=TRUEhard=FALSE_GAM (s=3).pdf mainSimResults/performancePlot_CATE_GAM_pos=TRUEhard=FALSE_GAM (s=cv).pdf mainSimResults/performancePlot_CATE_GAM_pos=TRUEhard=FALSE_MARS (earth).pdf mainSimResults/performancePlot_CATE_GAM_pos=TRUEhard=FALSE_mainpaper.pdf mainSimResults/performancePlot_CATE_GAM_pos=TRUEhard=TRUE.pdf mainSimResults/performancePlot_CATE_GAM_pos=TRUEhard=TRUE_GAM (s=1).pdf mainSimResults/performancePlot_CATE_GAM_pos=TRUEhard=TRUE_GAM 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mainSimResults/performancePlot_CATE_highDim_treepos=TRUEhard=FALSEmainpaper.pdf mainSimResults/performancePlot_CATE_highDim_treepos=TRUEhard=TRUEmainpaper.pdf mainSimResults/performancePlot_CATE_rangerpos=FALSEhard=FALSE.pdf mainSimResults/performancePlot_CATE_rangerpos=FALSEhard=TRUE.pdf mainSimResults/performancePlot_CATE_rangerpos=TRUEhard=FALSE.pdf mainSimResults/performancePlot_CATE_rangerpos=TRUEhard=TRUE.pdf mainSimResults/performancePlot_CATE_treepos=FALSEhard=FALSEmainpaper.pdf mainSimResults/performancePlot_CATE_treepos=FALSEhard=TRUEmainpaper.pdf mainSimResults/performancePlot_CATE_treepos=TRUEhard=FALSEmainpaper.pdf mainSimResults/performancePlot_CATE_treepos=TRUEhard=TRUEmainpaper.pdf mainSimResults/performancePlot_CATE_xgboostpos=FALSEhard=FALSE.pdf mainSimResults/performancePlot_CATE_xgboostpos=FALSEhard=TRUE.pdf mainSimResults/performancePlot_CATE_xgboostpos=TRUEhard=FALSE.pdf mainSimResults/performancePlot_CATE_xgboostpos=TRUEhard=TRUE.pdf mainSimResults/performancePlot_GAM_LRR_pos=FALSEhard=FALSE.pdf mainSimResults/performancePlot_GAM_LRR_pos=FALSEhard=TRUE.pdf mainSimResults/performancePlot_GAM_LRR_pos=TRUEhard=FALSE.pdf mainSimResults/performancePlot_GAM_LRR_pos=TRUEhard=TRUE.pdf mainSimResults/performancePlot_ranger_LRRpos=FALSEhard=FALSE.pdf mainSimResults/performancePlot_ranger_LRRpos=FALSEhard=TRUE.pdf mainSimResults/performancePlot_ranger_LRRpos=TRUEhard=FALSE.pdf mainSimResults/performancePlot_ranger_LRRpos=TRUEhard=TRUE.pdf mainSimResults/performancePlot_xgboost_LRRpos=FALSEhard=FALSE.pdf mainSimResults/performancePlot_xgboost_LRRpos=FALSEhard=TRUE.pdf mainSimResults/performancePlot_xgboost_LRRpos=TRUEhard=FALSE.pdf mainSimResults/performancePlot_xgboost_LRRpos=TRUEhard=TRUE.pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=FALSEhard=FALSE_GAM (s=1).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=FALSEhard=FALSE_GAM (s=3).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=FALSEhard=FALSE_GAM (s=cv).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=FALSEhard=FALSE_MARS (earth).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=FALSEhard=TRUE_GAM (s=1).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=FALSEhard=TRUE_GAM (s=3).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=FALSEhard=TRUE_GAM (s=cv).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=FALSEhard=TRUE_MARS (earth).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=TRUEhard=FALSE_GAM (s=1).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=TRUEhard=FALSE_GAM (s=3).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=TRUEhard=FALSE_GAM (s=cv).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=TRUEhard=FALSE_MARS (earth).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=TRUEhard=TRUE_GAM (s=1).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=TRUEhard=TRUE_GAM (s=3).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=TRUEhard=TRUE_GAM (s=cv).pdf mainSimResults/plots/performancePlot_CATE_GAM_highDim_pos=TRUEhard=TRUE_MARS (earth).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=FALSEhard=FALSE_GAM (s=1).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=FALSEhard=FALSE_GAM (s=3).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=FALSEhard=FALSE_GAM (s=cv).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=FALSEhard=FALSE_MARS (earth).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=FALSEhard=TRUE_GAM (s=1).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=FALSEhard=TRUE_GAM (s=3).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=FALSEhard=TRUE_GAM (s=cv).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=FALSEhard=TRUE_MARS (earth).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=TRUEhard=FALSE_GAM (s=1).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=TRUEhard=FALSE_GAM (s=3).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=TRUEhard=FALSE_GAM (s=cv).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=TRUEhard=FALSE_MARS (earth).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=TRUEhard=TRUE_GAM (s=1).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=TRUEhard=TRUE_GAM (s=3).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=TRUEhard=TRUE_GAM (s=cv).pdf mainSimResults/plots/performancePlot_CATE_GAM_pos=TRUEhard=TRUE_MARS (earth).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=FALSEhard=FALSE_ranger (max_depth=3).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=FALSEhard=FALSE_ranger (max_depth=7).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=FALSEhard=FALSE_ranger (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=FALSEhard=FALSE_xgboost (max_depth=1).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=FALSEhard=FALSE_xgboost (max_depth=5).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=FALSEhard=FALSE_xgboost (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=FALSEhard=TRUE_ranger (max_depth=3).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=FALSEhard=TRUE_ranger (max_depth=7).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=FALSEhard=TRUE_ranger (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=FALSEhard=TRUE_xgboost (max_depth=1).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=FALSEhard=TRUE_xgboost (max_depth=5).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=FALSEhard=TRUE_xgboost (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=TRUEhard=FALSE_ranger (max_depth=3).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=TRUEhard=FALSE_ranger (max_depth=7).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=TRUEhard=FALSE_ranger (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=TRUEhard=FALSE_xgboost (max_depth=1).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=TRUEhard=FALSE_xgboost (max_depth=5).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=TRUEhard=FALSE_xgboost (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=TRUEhard=TRUE_ranger (max_depth=3).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=TRUEhard=TRUE_ranger (max_depth=7).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=TRUEhard=TRUE_ranger (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=TRUEhard=TRUE_xgboost (max_depth=1).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=TRUEhard=TRUE_xgboost (max_depth=5).pdf mainSimResults/plots/performancePlot_CATE_highDim_treepos=TRUEhard=TRUE_xgboost (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=FALSE_GAM (s=1).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=FALSE_GAM (s=3).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=FALSE_GAM (s=5).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=FALSE_GAM (s=cv).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=FALSE_ranger (max_depth=3).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=FALSE_ranger (max_depth=7).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=FALSE_ranger (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=FALSE_xgboost (max_depth=1).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=FALSE_xgboost (max_depth=5).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=FALSE_xgboost (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=TRUE_GAM (s=1).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=TRUE_GAM (s=3).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=TRUE_GAM (s=5).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=TRUE_GAM (s=cv).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=TRUE_ranger (max_depth=3).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=TRUE_ranger (max_depth=7).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=TRUE_ranger (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=TRUE_xgboost (max_depth=1).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=TRUE_xgboost (max_depth=5).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=FALSEhard=TRUE_xgboost (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=FALSE_GAM (s=1).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=FALSE_GAM (s=3).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=FALSE_GAM (s=5).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=FALSE_GAM (s=cv).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=FALSE_ranger (max_depth=3).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=FALSE_ranger (max_depth=7).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=FALSE_ranger (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=FALSE_xgboost (max_depth=1).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=FALSE_xgboost (max_depth=5).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=FALSE_xgboost (max_depth=cv).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=TRUE_GAM (s=1).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=TRUE_GAM (s=3).pdf mainSimResults/plots/performancePlot_CATE_tree_pos=TRUEhard=TRUE_GAM (s=5).pdf 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