APO Models

APO Pointwise Coverage

The simulations are based on the the make_irm_data_discrete_treatments-DGP with \(500\) observations. Due to the linearity of the DGP, Lasso and Logit Regression are nearly optimal choices for the nuisance estimation.

DoubleML Version                          0.11.dev0
Script                        APOCoverageSimulation
Date                               2025-09-08 07:52
Total Runtime (minutes)                   74.029083
Python Version                               3.12.3
Config File              scripts/irm/apo_config.yml
Loading ITables v2.5.2 from the init_notebook_mode cell... (need help?)
Loading ITables v2.5.2 from the init_notebook_mode cell... (need help?)

APOS Coverage

The simulations are based on the the make_irm_data_discrete_treatments-DGP with \(500\) observations. Due to the linearity of the DGP, Lasso and Logit Regression are nearly optimal choices for the nuisance estimation.

The non-uniform results (coverage, ci length and bias) refer to averaged values over all quantiles (point-wise confidende intervals).

DoubleML Version                           0.11.dev0
Script                        APOSCoverageSimulation
Date                                2025-09-08 07:52
Total Runtime (minutes)                    73.541059
Python Version                                3.12.3
Config File              scripts/irm/apos_config.yml
Loading ITables v2.5.2 from the init_notebook_mode cell... (need help?)
Loading ITables v2.5.2 from the init_notebook_mode cell... (need help?)

Causal Contrast Coverage

The simulations are based on the the make_irm_data_discrete_treatments-DGP with \(500\) observations. Due to the linearity of the DGP, Lasso and Logit Regression are nearly optimal choices for the nuisance estimation.

The non-uniform results (coverage, ci length and bias) refer to averaged values over all quantiles (point-wise confidende intervals).

DoubleML Version                           0.11.dev0
Script                        APOSCoverageSimulation
Date                                2025-09-08 07:52
Total Runtime (minutes)                    73.541059
Python Version                                3.12.3
Config File              scripts/irm/apos_config.yml
Loading ITables v2.5.2 from the init_notebook_mode cell... (need help?)
Loading ITables v2.5.2 from the init_notebook_mode cell... (need help?)