Update results from script: scripts/ssm/ssm_nonig_ate.py

Author: github-actions

results/ssm/ssm_nonig_ate_config.yml

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+simulation_parameters:
+  repetitions: 1000
+  max_runtime: 19800
+  random_seed: 42
+  n_jobs: -2
+dgp_parameters:
+  theta:
+  - 1.0
+  n_obs:
+  - 500
+  dim_x:
+  - 20
+learner_definitions:
+  lasso: &id001
+    name: LassoCV
+  logit: &id002
+    name: Logistic
+  rfr: &id003
+    name: RF Regr.
+    params:
+      n_estimators: 200
+      max_features: 20
+      max_depth: 5
+      min_samples_leaf: 2
+  rfc: &id004
+    name: RF Clas.
+    params:
+      n_estimators: 200
+      max_features: 20
+      max_depth: 5
+      min_samples_leaf: 2
+  lgbmr: &id005
+    name: LGBM Regr.
+    params:
+      n_estimators: 500
+      learning_rate: 0.01
+  lgbmc: &id006
+    name: LGBM Clas.
+    params:
+      n_estimators: 500
+      learning_rate: 0.01
+dml_parameters:
+  learners:
+  - ml_g: *id001
+    ml_m: *id002
+    ml_pi: *id002
+  - ml_g: *id003
+    ml_m: *id004
+    ml_pi: *id004
+  - ml_g: *id001
+    ml_m: *id004
+    ml_pi: *id004
+  - ml_g: *id003
+    ml_m: *id002
+    ml_pi: *id004
+  - ml_g: *id003
+    ml_m: *id004
+    ml_pi: *id002
+  - ml_g: *id005
+    ml_m: *id006
+    ml_pi: *id006
+  - ml_g: *id001
+    ml_m: *id006
+    ml_pi: *id006
+  - ml_g: *id005
+    ml_m: *id002
+    ml_pi: *id006
+  - ml_g: *id005
+    ml_m: *id006
+    ml_pi: *id002
+confidence_parameters:
+  level:
+  - 0.95
+  - 0.9

results/ssm/ssm_nonig_ate_coverage.csv

@@ -0,0 +1,19 @@
+Learner g,Learner m,Learner pi,level,Coverage,CI Length,Bias,repetition
+LGBM Regr.,LGBM Clas.,LGBM Clas.,0.9,0.89,1.5301470087049076,0.3770578639809072,1000
+LGBM Regr.,LGBM Clas.,LGBM Clas.,0.95,0.942,1.823282618570531,0.3770578639809072,1000
+LGBM Regr.,LGBM Clas.,Logistic,0.9,0.929,2.4676110419059616,0.6723444365149791,1000
+LGBM Regr.,LGBM Clas.,Logistic,0.95,0.969,2.9403399127694723,0.6723444365149791,1000
+LGBM Regr.,Logistic,LGBM Clas.,0.9,0.809,1.0997736728076188,0.32081226177381494,1000
+LGBM Regr.,Logistic,LGBM Clas.,0.95,0.895,1.310461158688781,0.32081226177381494,1000
+LassoCV,LGBM Clas.,LGBM Clas.,0.9,0.902,1.4984436991476344,0.3690107638339736,1000
+LassoCV,LGBM Clas.,LGBM Clas.,0.95,0.961,1.785505795207747,0.3690107638339736,1000
+LassoCV,Logistic,Logistic,0.9,0.84,3.803087791117463,1.1219550707748396,1000
+LassoCV,Logistic,Logistic,0.95,0.916,4.531658609920874,1.1219550707748396,1000
+LassoCV,RF Clas.,RF Clas.,0.9,0.76,0.6487741040070446,0.20425601204335075,1000
+LassoCV,RF Clas.,RF Clas.,0.95,0.854,0.773062026383923,0.20425601204335075,1000
+RF Regr.,Logistic,RF Clas.,0.9,0.711,0.7424019979703704,0.26224742985370675,1000
+RF Regr.,Logistic,RF Clas.,0.95,0.816,0.8846265431954046,0.26224742985370675,1000
+RF Regr.,RF Clas.,Logistic,0.9,0.898,1.5259930175436052,0.4120022228090046,1000
+RF Regr.,RF Clas.,Logistic,0.95,0.958,1.818332832805496,0.4120022228090046,1000
+RF Regr.,RF Clas.,RF Clas.,0.9,0.759,0.6647246082851119,0.21200753632780625,1000
+RF Regr.,RF Clas.,RF Clas.,0.95,0.835,0.7920682245088012,0.21200753632780625,1000

results/ssm/ssm_nonig_ate_metadata.csv

@@ -0,0 +1,2 @@
+DoubleML Version,Script,Date,Total Runtime (minutes),Python Version,Config File
+0.11.dev0,SSMNonIgnorableATECoverageSimulation,2025-06-05 19:37,152.50586200555165,3.12.3,scripts/ssm/ssm_nonig_ate_config.yml