Update results from script: scripts/rdd/rdd_fuzzy.py

Author: github-actions

results/rdd/rdd_fuzzy_config.yml

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+simulation_parameters:
+  repetitions: 1000
+  max_runtime: 19800
+  random_seed: 42
+  n_jobs: -2
+dgp_parameters:
+  n_obs:
+  - 2000
+  fuzzy:
+  - true
+  cutoff:
+  - 0.0
+learner_definitions:
+  lgbmr: &id001
+    name: LGBM Regr.
+    params:
+      n_estimators: 200
+      learning_rate: 0.02
+      max_depth: 5
+  lgbmc: &id002
+    name: LGBM Clas.
+    params:
+      n_estimators: 200
+      learning_rate: 0.02
+      max_depth: 5
+  global_linear: &id003
+    name: Global Linear
+  global_logistic: &id004
+    name: Global Logistic
+  local_linear: &id005
+    name: Linear
+  local_logistic: &id006
+    name: Logistic
+  stacked_reg: &id007
+    name: Stacked Regr.
+    params:
+      n_estimators: 200
+      learning_rate: 0.02
+      max_depth: 5
+  stacked_cls: &id008
+    name: Stacked Clas.
+    params:
+      n_estimators: 200
+      learning_rate: 0.02
+      max_depth: 5
+dml_parameters:
+  fs_specification:
+  - cutoff
+  - cutoff and score
+  - interacted cutoff and score
+  learners:
+  - ml_g: *id001
+    ml_m: *id002
+  - ml_g: *id003
+    ml_m: *id004
+  - ml_g: *id005
+    ml_m: *id006
+  - ml_g: *id007
+    ml_m: *id008
+confidence_parameters:
+  level:
+  - 0.95
+  - 0.9

results/rdd/rdd_fuzzy_coverage.csv

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+Method,fs_specification,Learner g,Learner m,level,Coverage,CI Length,Bias,repetition
+RDFlex,cutoff,Global Linear,Global Logistic,0.9,0.914,159.78774916508115,16.371821196962774,1000
+RDFlex,cutoff,Global Linear,Global Logistic,0.95,0.9616666666666667,190.39884668322458,16.371821196962774,1000
+RDFlex,cutoff,LGBM Regr.,LGBM Clas.,0.9,0.911,21.894892395588858,2.054842519054099,1000
+RDFlex,cutoff,LGBM Regr.,LGBM Clas.,0.95,0.964,26.089373447939103,2.054842519054099,1000
+RDFlex,cutoff,Linear,Logistic,0.9,0.912,24.13350016941463,3.970042561943364,1000
+RDFlex,cutoff,Linear,Logistic,0.95,0.9606666666666667,28.756839136264052,3.970042561943364,1000
+RDFlex,cutoff,Stacked Regr.,Stacked Clas.,0.9,0.9203333333333333,3.9519734545980754,0.647703696648072,1000
+RDFlex,cutoff,Stacked Regr.,Stacked Clas.,0.95,0.9736666666666667,4.709066820265513,0.647703696648072,1000
+RDFlex,cutoff and score,Global Linear,Global Logistic,0.9,0.9136666666666666,40.229554938489734,4.971844764740165,1000
+RDFlex,cutoff and score,Global Linear,Global Logistic,0.95,0.961,47.9364713683679,4.971844764740165,1000
+RDFlex,cutoff and score,LGBM Regr.,LGBM Clas.,0.9,0.9146666666666666,16.86998628777336,1.5860785538090398,1000
+RDFlex,cutoff and score,LGBM Regr.,LGBM Clas.,0.95,0.9656666666666667,20.101828516499268,1.5860785538090398,1000
+RDFlex,cutoff and score,Linear,Logistic,0.9,0.914,97.14155501358066,9.810720713145727,1000
+RDFlex,cutoff and score,Linear,Logistic,0.95,0.963,115.75130218833239,9.810720713145727,1000
+RDFlex,cutoff and score,Stacked Regr.,Stacked Clas.,0.9,0.923,2.1887222402404873,0.5251851443672533,1000
+RDFlex,cutoff and score,Stacked Regr.,Stacked Clas.,0.95,0.9683333333333334,2.6080234087356517,0.5251851443672533,1000
+RDFlex,interacted cutoff and score,Global Linear,Global Logistic,0.9,0.916,39.62681032308488,5.974362235508999,1000
+RDFlex,interacted cutoff and score,Global Linear,Global Logistic,0.95,0.9616666666666667,47.218256860577036,5.974362235508999,1000
+RDFlex,interacted cutoff and score,LGBM Regr.,LGBM Clas.,0.9,0.9126666666666666,207.48089868228553,16.46141812561768,1000
+RDFlex,interacted cutoff and score,LGBM Regr.,LGBM Clas.,0.95,0.9626666666666667,247.22873952679137,16.46141812561768,1000
+RDFlex,interacted cutoff and score,Linear,Logistic,0.9,0.9143333333333333,1703.658231476743,157.0745025974768,1000
+RDFlex,interacted cutoff and score,Linear,Logistic,0.95,0.9626666666666667,2030.033992658808,157.0745025974768,1000
+RDFlex,interacted cutoff and score,Stacked Regr.,Stacked Clas.,0.9,0.9093333333333333,2.7930762710442028,0.5786138381787103,1000
+RDFlex,interacted cutoff and score,Stacked Regr.,Stacked Clas.,0.95,0.9663333333333334,3.328155653257759,0.5786138381787103,1000
+rdrobust,cutoff,Linear,Logistic,0.9,0.935,16.18988307541303,3.355681291457316,1000
+rdrobust,cutoff,Linear,Logistic,0.95,0.976,19.291435554988908,3.355681291457316,1000

results/rdd/rdd_fuzzy_metadata.csv

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+DoubleML Version,Script,Date,Total Runtime (minutes),Python Version,Config File
+0.11.dev0,RDDCoverageSimulation,2025-06-05 20:21,208.91020024220148,3.12.3,scripts/rdd/rdd_fuzzy_config.yml