Welcome to econml’s documentation!
- EconML User Guide
- Overview
- Machine Learning Based Estimation of Heterogeneous Treatment Effects
- Motivating Examples
- Introduction to Causal Inference
- Problem Setup and API Design
- Library Flow Chart
- Detailed estimator comparison
- Estimation Methods under Unconfoundedness
- Estimation Methods with Instruments
- Estimation Methods for Dynamic Treatment Regimes
- Inference
- Model Selection
- Validation
- Interpretability
- Federated Learning in EconML
- References
- Frequently Asked Questions (FAQ)
- When should I use EconML?
- What are the advantages of EconML?
- How do I know if the results make sense?
- I’m getting causal estimates that don’t make sense. What next?
- What if I don’t have a good instrument, can’t run an experiment, and don’t observe all confounders?
- How can I test whether I’m identifying the causal effect?
- How do I give feedback?
- Community
- Public Module Reference
- CATE Estimators
- Double Machine Learning (DML)
- econml.dml.DML
DML
DML.__init__()
DML.ate()
DML.ate_inference()
DML.ate_interval()
DML.cate_feature_names()
DML.cate_output_names()
DML.cate_treatment_names()
DML.coef__inference()
DML.coef__interval()
DML.const_marginal_ate()
DML.const_marginal_ate_inference()
DML.const_marginal_ate_interval()
DML.const_marginal_effect()
DML.const_marginal_effect_inference()
DML.const_marginal_effect_interval()
DML.effect()
DML.effect_inference()
DML.effect_interval()
DML.fit()
DML.intercept__inference()
DML.intercept__interval()
DML.marginal_ate()
DML.marginal_ate_inference()
DML.marginal_ate_interval()
DML.marginal_effect()
DML.marginal_effect_inference()
DML.marginal_effect_interval()
DML.refit_final()
DML.robustness_value()
DML.score()
DML.score_nuisances()
DML.sensitivity_interval()
DML.sensitivity_summary()
DML.shap_values()
DML.summary()
DML.coef_
DML.dowhy
DML.intercept_
DML.model_cate
DML.models_t
DML.models_y
DML.residuals_
- econml.dml.LinearDML
LinearDML
LinearDML.__init__()
LinearDML.ate()
LinearDML.ate_inference()
LinearDML.ate_interval()
LinearDML.cate_feature_names()
LinearDML.cate_output_names()
LinearDML.cate_treatment_names()
LinearDML.coef__inference()
LinearDML.coef__interval()
LinearDML.const_marginal_ate()
LinearDML.const_marginal_ate_inference()
LinearDML.const_marginal_ate_interval()
LinearDML.const_marginal_effect()
LinearDML.const_marginal_effect_inference()
LinearDML.const_marginal_effect_interval()
LinearDML.effect()
LinearDML.effect_inference()
LinearDML.effect_interval()
LinearDML.fit()
LinearDML.intercept__inference()
LinearDML.intercept__interval()
LinearDML.marginal_ate()
LinearDML.marginal_ate_inference()
LinearDML.marginal_ate_interval()
LinearDML.marginal_effect()
LinearDML.marginal_effect_inference()
LinearDML.marginal_effect_interval()
LinearDML.refit_final()
LinearDML.robustness_value()
LinearDML.score()
LinearDML.score_nuisances()
LinearDML.sensitivity_interval()
LinearDML.sensitivity_summary()
LinearDML.shap_values()
LinearDML.summary()
LinearDML.coef_
LinearDML.dowhy
LinearDML.intercept_
LinearDML.model_cate
LinearDML.models_t
LinearDML.models_y
LinearDML.residuals_
- econml.dml.SparseLinearDML
SparseLinearDML
SparseLinearDML.__init__()
SparseLinearDML.ate()
SparseLinearDML.ate_inference()
SparseLinearDML.ate_interval()
SparseLinearDML.cate_feature_names()
SparseLinearDML.cate_output_names()
SparseLinearDML.cate_treatment_names()
SparseLinearDML.coef__inference()
SparseLinearDML.coef__interval()
SparseLinearDML.const_marginal_ate()
SparseLinearDML.const_marginal_ate_inference()
SparseLinearDML.const_marginal_ate_interval()
SparseLinearDML.const_marginal_effect()
SparseLinearDML.const_marginal_effect_inference()
SparseLinearDML.const_marginal_effect_interval()
SparseLinearDML.effect()
SparseLinearDML.effect_inference()
SparseLinearDML.effect_interval()
SparseLinearDML.fit()
SparseLinearDML.intercept__inference()
SparseLinearDML.intercept__interval()
SparseLinearDML.marginal_ate()
SparseLinearDML.marginal_ate_inference()
SparseLinearDML.marginal_ate_interval()
SparseLinearDML.marginal_effect()
SparseLinearDML.marginal_effect_inference()
SparseLinearDML.marginal_effect_interval()
SparseLinearDML.refit_final()
SparseLinearDML.robustness_value()
SparseLinearDML.score()
SparseLinearDML.score_nuisances()
SparseLinearDML.sensitivity_interval()
SparseLinearDML.sensitivity_summary()
SparseLinearDML.shap_values()
SparseLinearDML.summary()
SparseLinearDML.coef_
SparseLinearDML.dowhy
SparseLinearDML.intercept_
SparseLinearDML.model_cate
SparseLinearDML.models_t
SparseLinearDML.models_y
SparseLinearDML.residuals_
- econml.dml.CausalForestDML
CausalForestDML
CausalForestDML.ate_
CausalForestDML.ate_stderr_
CausalForestDML.feature_importances_
CausalForestDML.__init__()
CausalForestDML.ate()
CausalForestDML.ate__inference()
CausalForestDML.ate_inference()
CausalForestDML.ate_interval()
CausalForestDML.att_()
CausalForestDML.att__inference()
CausalForestDML.att_stderr_()
CausalForestDML.cate_feature_names()
CausalForestDML.cate_output_names()
CausalForestDML.cate_treatment_names()
CausalForestDML.const_marginal_ate()
CausalForestDML.const_marginal_ate_inference()
CausalForestDML.const_marginal_ate_interval()
CausalForestDML.const_marginal_effect()
CausalForestDML.const_marginal_effect_inference()
CausalForestDML.const_marginal_effect_interval()
CausalForestDML.effect()
CausalForestDML.effect_inference()
CausalForestDML.effect_interval()
CausalForestDML.fit()
CausalForestDML.marginal_ate()
CausalForestDML.marginal_ate_inference()
CausalForestDML.marginal_ate_interval()
CausalForestDML.marginal_effect()
CausalForestDML.marginal_effect_inference()
CausalForestDML.marginal_effect_interval()
CausalForestDML.refit_final()
CausalForestDML.robustness_value()
CausalForestDML.score()
CausalForestDML.score_nuisances()
CausalForestDML.sensitivity_interval()
CausalForestDML.sensitivity_summary()
CausalForestDML.shap_values()
CausalForestDML.summary()
CausalForestDML.tune()
CausalForestDML.dowhy
CausalForestDML.model_cate
CausalForestDML.models_t
CausalForestDML.models_y
CausalForestDML.residuals_
- econml.dml.NonParamDML
NonParamDML
NonParamDML.__init__()
NonParamDML.ate()
NonParamDML.ate_inference()
NonParamDML.ate_interval()
NonParamDML.cate_feature_names()
NonParamDML.cate_output_names()
NonParamDML.cate_treatment_names()
NonParamDML.const_marginal_ate()
NonParamDML.const_marginal_ate_inference()
NonParamDML.const_marginal_ate_interval()
NonParamDML.const_marginal_effect()
NonParamDML.const_marginal_effect_inference()
NonParamDML.const_marginal_effect_interval()
NonParamDML.effect()
NonParamDML.effect_inference()
NonParamDML.effect_interval()
NonParamDML.fit()
NonParamDML.marginal_ate()
NonParamDML.marginal_ate_inference()
NonParamDML.marginal_ate_interval()
NonParamDML.marginal_effect()
NonParamDML.marginal_effect_inference()
NonParamDML.marginal_effect_interval()
NonParamDML.refit_final()
NonParamDML.score()
NonParamDML.score_nuisances()
NonParamDML.shap_values()
NonParamDML.dowhy
NonParamDML.model_cate
NonParamDML.models_t
NonParamDML.models_y
NonParamDML.residuals_
- econml.dml.KernelDML
KernelDML
KernelDML.__init__()
KernelDML.ate()
KernelDML.ate_inference()
KernelDML.ate_interval()
KernelDML.cate_feature_names()
KernelDML.cate_output_names()
KernelDML.cate_treatment_names()
KernelDML.coef__inference()
KernelDML.coef__interval()
KernelDML.const_marginal_ate()
KernelDML.const_marginal_ate_inference()
KernelDML.const_marginal_ate_interval()
KernelDML.const_marginal_effect()
KernelDML.const_marginal_effect_inference()
KernelDML.const_marginal_effect_interval()
KernelDML.effect()
KernelDML.effect_inference()
KernelDML.effect_interval()
KernelDML.fit()
KernelDML.intercept__inference()
KernelDML.intercept__interval()
KernelDML.marginal_ate()
KernelDML.marginal_ate_inference()
KernelDML.marginal_ate_interval()
KernelDML.marginal_effect()
KernelDML.marginal_effect_inference()
KernelDML.marginal_effect_interval()
KernelDML.refit_final()
KernelDML.robustness_value()
KernelDML.score()
KernelDML.score_nuisances()
KernelDML.sensitivity_interval()
KernelDML.sensitivity_summary()
KernelDML.shap_values()
KernelDML.summary()
KernelDML.coef_
KernelDML.dowhy
KernelDML.intercept_
KernelDML.model_cate
KernelDML.models_t
KernelDML.models_y
KernelDML.residuals_
- econml.dml.DML
- Doubly Robust (DR)
- econml.dr.DRLearner
DRLearner
DRLearner.score_
DRLearner.__init__()
DRLearner.ate()
DRLearner.ate_inference()
DRLearner.ate_interval()
DRLearner.cate_feature_names()
DRLearner.cate_output_names()
DRLearner.cate_treatment_names()
DRLearner.const_marginal_ate()
DRLearner.const_marginal_ate_inference()
DRLearner.const_marginal_ate_interval()
DRLearner.const_marginal_effect()
DRLearner.const_marginal_effect_inference()
DRLearner.const_marginal_effect_interval()
DRLearner.effect()
DRLearner.effect_inference()
DRLearner.effect_interval()
DRLearner.fit()
DRLearner.marginal_ate()
DRLearner.marginal_ate_inference()
DRLearner.marginal_ate_interval()
DRLearner.marginal_effect()
DRLearner.marginal_effect_inference()
DRLearner.marginal_effect_interval()
DRLearner.model_cate()
DRLearner.refit_final()
DRLearner.robustness_value()
DRLearner.score()
DRLearner.sensitivity_interval()
DRLearner.sensitivity_summary()
DRLearner.shap_values()
DRLearner.dowhy
DRLearner.featurizer_
DRLearner.models_propensity
DRLearner.models_regression
DRLearner.multitask_model_cate
DRLearner.nuisance_scores_propensity
DRLearner.nuisance_scores_regression
- econml.dr.LinearDRLearner
LinearDRLearner
LinearDRLearner.score_
LinearDRLearner.__init__()
LinearDRLearner.ate()
LinearDRLearner.ate_inference()
LinearDRLearner.ate_interval()
LinearDRLearner.cate_feature_names()
LinearDRLearner.cate_output_names()
LinearDRLearner.cate_treatment_names()
LinearDRLearner.coef_()
LinearDRLearner.coef__inference()
LinearDRLearner.coef__interval()
LinearDRLearner.const_marginal_ate()
LinearDRLearner.const_marginal_ate_inference()
LinearDRLearner.const_marginal_ate_interval()
LinearDRLearner.const_marginal_effect()
LinearDRLearner.const_marginal_effect_inference()
LinearDRLearner.const_marginal_effect_interval()
LinearDRLearner.effect()
LinearDRLearner.effect_inference()
LinearDRLearner.effect_interval()
LinearDRLearner.fit()
LinearDRLearner.intercept_()
LinearDRLearner.intercept__inference()
LinearDRLearner.intercept__interval()
LinearDRLearner.marginal_ate()
LinearDRLearner.marginal_ate_inference()
LinearDRLearner.marginal_ate_interval()
LinearDRLearner.marginal_effect()
LinearDRLearner.marginal_effect_inference()
LinearDRLearner.marginal_effect_interval()
LinearDRLearner.model_cate()
LinearDRLearner.refit_final()
LinearDRLearner.robustness_value()
LinearDRLearner.score()
LinearDRLearner.sensitivity_interval()
LinearDRLearner.sensitivity_summary()
LinearDRLearner.shap_values()
LinearDRLearner.summary()
LinearDRLearner.dowhy
LinearDRLearner.featurizer_
LinearDRLearner.models_propensity
LinearDRLearner.models_regression
LinearDRLearner.multitask_model_cate
LinearDRLearner.nuisance_scores_propensity
LinearDRLearner.nuisance_scores_regression
- econml.dr.SparseLinearDRLearner
SparseLinearDRLearner
SparseLinearDRLearner.score_
SparseLinearDRLearner.__init__()
SparseLinearDRLearner.ate()
SparseLinearDRLearner.ate_inference()
SparseLinearDRLearner.ate_interval()
SparseLinearDRLearner.cate_feature_names()
SparseLinearDRLearner.cate_output_names()
SparseLinearDRLearner.cate_treatment_names()
SparseLinearDRLearner.coef_()
SparseLinearDRLearner.coef__inference()
SparseLinearDRLearner.coef__interval()
SparseLinearDRLearner.const_marginal_ate()
SparseLinearDRLearner.const_marginal_ate_inference()
SparseLinearDRLearner.const_marginal_ate_interval()
SparseLinearDRLearner.const_marginal_effect()
SparseLinearDRLearner.const_marginal_effect_inference()
SparseLinearDRLearner.const_marginal_effect_interval()
SparseLinearDRLearner.effect()
SparseLinearDRLearner.effect_inference()
SparseLinearDRLearner.effect_interval()
SparseLinearDRLearner.fit()
SparseLinearDRLearner.intercept_()
SparseLinearDRLearner.intercept__inference()
SparseLinearDRLearner.intercept__interval()
SparseLinearDRLearner.marginal_ate()
SparseLinearDRLearner.marginal_ate_inference()
SparseLinearDRLearner.marginal_ate_interval()
SparseLinearDRLearner.marginal_effect()
SparseLinearDRLearner.marginal_effect_inference()
SparseLinearDRLearner.marginal_effect_interval()
SparseLinearDRLearner.model_cate()
SparseLinearDRLearner.refit_final()
SparseLinearDRLearner.robustness_value()
SparseLinearDRLearner.score()
SparseLinearDRLearner.sensitivity_interval()
SparseLinearDRLearner.sensitivity_summary()
SparseLinearDRLearner.shap_values()
SparseLinearDRLearner.summary()
SparseLinearDRLearner.dowhy
SparseLinearDRLearner.featurizer_
SparseLinearDRLearner.models_propensity
SparseLinearDRLearner.models_regression
SparseLinearDRLearner.multitask_model_cate
SparseLinearDRLearner.nuisance_scores_propensity
SparseLinearDRLearner.nuisance_scores_regression
- econml.dr.ForestDRLearner
ForestDRLearner
ForestDRLearner.__init__()
ForestDRLearner.ate()
ForestDRLearner.ate_inference()
ForestDRLearner.ate_interval()
ForestDRLearner.cate_feature_names()
ForestDRLearner.cate_output_names()
ForestDRLearner.cate_treatment_names()
ForestDRLearner.const_marginal_ate()
ForestDRLearner.const_marginal_ate_inference()
ForestDRLearner.const_marginal_ate_interval()
ForestDRLearner.const_marginal_effect()
ForestDRLearner.const_marginal_effect_inference()
ForestDRLearner.const_marginal_effect_interval()
ForestDRLearner.effect()
ForestDRLearner.effect_inference()
ForestDRLearner.effect_interval()
ForestDRLearner.fit()
ForestDRLearner.marginal_ate()
ForestDRLearner.marginal_ate_inference()
ForestDRLearner.marginal_ate_interval()
ForestDRLearner.marginal_effect()
ForestDRLearner.marginal_effect_inference()
ForestDRLearner.marginal_effect_interval()
ForestDRLearner.model_cate()
ForestDRLearner.multitask_model_cate()
ForestDRLearner.refit_final()
ForestDRLearner.robustness_value()
ForestDRLearner.score()
ForestDRLearner.sensitivity_interval()
ForestDRLearner.sensitivity_summary()
ForestDRLearner.shap_values()
ForestDRLearner.dowhy
ForestDRLearner.featurizer_
ForestDRLearner.models_propensity
ForestDRLearner.models_regression
ForestDRLearner.nuisance_scores_propensity
ForestDRLearner.nuisance_scores_regression
- econml.dr.DRLearner
- Meta-Learners
- econml.metalearners.XLearner
XLearner
XLearner.__init__()
XLearner.ate()
XLearner.ate_inference()
XLearner.ate_interval()
XLearner.cate_feature_names()
XLearner.cate_output_names()
XLearner.cate_treatment_names()
XLearner.const_marginal_ate()
XLearner.const_marginal_ate_inference()
XLearner.const_marginal_ate_interval()
XLearner.const_marginal_effect()
XLearner.const_marginal_effect_inference()
XLearner.const_marginal_effect_interval()
XLearner.effect()
XLearner.effect_inference()
XLearner.effect_interval()
XLearner.fit()
XLearner.marginal_ate()
XLearner.marginal_ate_inference()
XLearner.marginal_ate_interval()
XLearner.marginal_effect()
XLearner.marginal_effect_inference()
XLearner.marginal_effect_interval()
XLearner.shap_values()
XLearner.dowhy
- econml.metalearners.TLearner
TLearner
TLearner.__init__()
TLearner.ate()
TLearner.ate_inference()
TLearner.ate_interval()
TLearner.cate_feature_names()
TLearner.cate_output_names()
TLearner.cate_treatment_names()
TLearner.const_marginal_ate()
TLearner.const_marginal_ate_inference()
TLearner.const_marginal_ate_interval()
TLearner.const_marginal_effect()
TLearner.const_marginal_effect_inference()
TLearner.const_marginal_effect_interval()
TLearner.effect()
TLearner.effect_inference()
TLearner.effect_interval()
TLearner.fit()
TLearner.marginal_ate()
TLearner.marginal_ate_inference()
TLearner.marginal_ate_interval()
TLearner.marginal_effect()
TLearner.marginal_effect_inference()
TLearner.marginal_effect_interval()
TLearner.shap_values()
TLearner.dowhy
- econml.metalearners.SLearner
SLearner
SLearner.__init__()
SLearner.ate()
SLearner.ate_inference()
SLearner.ate_interval()
SLearner.cate_feature_names()
SLearner.cate_output_names()
SLearner.cate_treatment_names()
SLearner.const_marginal_ate()
SLearner.const_marginal_ate_inference()
SLearner.const_marginal_ate_interval()
SLearner.const_marginal_effect()
SLearner.const_marginal_effect_inference()
SLearner.const_marginal_effect_interval()
SLearner.effect()
SLearner.effect_inference()
SLearner.effect_interval()
SLearner.fit()
SLearner.marginal_ate()
SLearner.marginal_ate_inference()
SLearner.marginal_ate_interval()
SLearner.marginal_effect()
SLearner.marginal_effect_inference()
SLearner.marginal_effect_interval()
SLearner.shap_values()
SLearner.dowhy
- econml.metalearners.DomainAdaptationLearner
DomainAdaptationLearner
DomainAdaptationLearner.__init__()
DomainAdaptationLearner.ate()
DomainAdaptationLearner.ate_inference()
DomainAdaptationLearner.ate_interval()
DomainAdaptationLearner.cate_feature_names()
DomainAdaptationLearner.cate_output_names()
DomainAdaptationLearner.cate_treatment_names()
DomainAdaptationLearner.const_marginal_ate()
DomainAdaptationLearner.const_marginal_ate_inference()
DomainAdaptationLearner.const_marginal_ate_interval()
DomainAdaptationLearner.const_marginal_effect()
DomainAdaptationLearner.const_marginal_effect_inference()
DomainAdaptationLearner.const_marginal_effect_interval()
DomainAdaptationLearner.effect()
DomainAdaptationLearner.effect_inference()
DomainAdaptationLearner.effect_interval()
DomainAdaptationLearner.fit()
DomainAdaptationLearner.marginal_ate()
DomainAdaptationLearner.marginal_ate_inference()
DomainAdaptationLearner.marginal_ate_interval()
DomainAdaptationLearner.marginal_effect()
DomainAdaptationLearner.marginal_effect_inference()
DomainAdaptationLearner.marginal_effect_interval()
DomainAdaptationLearner.shap_values()
DomainAdaptationLearner.dowhy
- econml.metalearners.XLearner
- Orthogonal Random Forest (ORF)
- econml.orf.DMLOrthoForest
DMLOrthoForest
DMLOrthoForest.__init__()
DMLOrthoForest.ate()
DMLOrthoForest.ate_inference()
DMLOrthoForest.ate_interval()
DMLOrthoForest.cate_feature_names()
DMLOrthoForest.cate_output_names()
DMLOrthoForest.cate_treatment_names()
DMLOrthoForest.const_marginal_ate()
DMLOrthoForest.const_marginal_ate_inference()
DMLOrthoForest.const_marginal_ate_interval()
DMLOrthoForest.const_marginal_effect()
DMLOrthoForest.const_marginal_effect_inference()
DMLOrthoForest.const_marginal_effect_interval()
DMLOrthoForest.effect()
DMLOrthoForest.effect_inference()
DMLOrthoForest.effect_interval()
DMLOrthoForest.fit()
DMLOrthoForest.marginal_ate()
DMLOrthoForest.marginal_ate_inference()
DMLOrthoForest.marginal_ate_interval()
DMLOrthoForest.marginal_effect()
DMLOrthoForest.marginal_effect_inference()
DMLOrthoForest.marginal_effect_interval()
DMLOrthoForest.shap_values()
DMLOrthoForest.dowhy
- econml.orf.DROrthoForest
DROrthoForest
DROrthoForest.__init__()
DROrthoForest.ate()
DROrthoForest.ate_inference()
DROrthoForest.ate_interval()
DROrthoForest.cate_feature_names()
DROrthoForest.cate_output_names()
DROrthoForest.cate_treatment_names()
DROrthoForest.const_marginal_ate()
DROrthoForest.const_marginal_ate_inference()
DROrthoForest.const_marginal_ate_interval()
DROrthoForest.const_marginal_effect()
DROrthoForest.const_marginal_effect_inference()
DROrthoForest.const_marginal_effect_interval()
DROrthoForest.effect()
DROrthoForest.effect_inference()
DROrthoForest.effect_interval()
DROrthoForest.fit()
DROrthoForest.marginal_ate()
DROrthoForest.marginal_ate_inference()
DROrthoForest.marginal_ate_interval()
DROrthoForest.marginal_effect()
DROrthoForest.marginal_effect_inference()
DROrthoForest.marginal_effect_interval()
DROrthoForest.moment_and_mean_gradient_estimator_func()
DROrthoForest.nuisance_estimator_generator()
DROrthoForest.parameter_estimator_func()
DROrthoForest.second_stage_parameter_estimator_gen()
DROrthoForest.shap_values()
DROrthoForest.dowhy
- econml.orf.DMLOrthoForest
- Double Machine Learning (DML)
- Instrumental Variable CATE Estimators
- Double Machine Learning (DML) IV
- econml.iv.dml.OrthoIV
OrthoIV
OrthoIV.__init__()
OrthoIV.ate()
OrthoIV.ate_inference()
OrthoIV.ate_interval()
OrthoIV.cate_feature_names()
OrthoIV.cate_output_names()
OrthoIV.cate_treatment_names()
OrthoIV.coef__inference()
OrthoIV.coef__interval()
OrthoIV.const_marginal_ate()
OrthoIV.const_marginal_ate_inference()
OrthoIV.const_marginal_ate_interval()
OrthoIV.const_marginal_effect()
OrthoIV.const_marginal_effect_inference()
OrthoIV.const_marginal_effect_interval()
OrthoIV.effect()
OrthoIV.effect_inference()
OrthoIV.effect_interval()
OrthoIV.fit()
OrthoIV.intercept__inference()
OrthoIV.intercept__interval()
OrthoIV.marginal_ate()
OrthoIV.marginal_ate_inference()
OrthoIV.marginal_ate_interval()
OrthoIV.marginal_effect()
OrthoIV.marginal_effect_inference()
OrthoIV.marginal_effect_interval()
OrthoIV.refit_final()
OrthoIV.score()
OrthoIV.shap_values()
OrthoIV.summary()
OrthoIV.coef_
OrthoIV.dowhy
OrthoIV.featurizer_
OrthoIV.intercept_
OrthoIV.model_cate
OrthoIV.models_t_xw
OrthoIV.models_t_xwz
OrthoIV.models_y_xw
OrthoIV.models_z_xw
OrthoIV.nuisance_scores_t_xw
OrthoIV.nuisance_scores_t_xwz
OrthoIV.nuisance_scores_y_xw
OrthoIV.nuisance_scores_z_xw
OrthoIV.residuals_
- econml.iv.dml.DMLIV
DMLIV
DMLIV.__init__()
DMLIV.ate()
DMLIV.ate_inference()
DMLIV.ate_interval()
DMLIV.cate_feature_names()
DMLIV.cate_output_names()
DMLIV.cate_treatment_names()
DMLIV.const_marginal_ate()
DMLIV.const_marginal_ate_inference()
DMLIV.const_marginal_ate_interval()
DMLIV.const_marginal_effect()
DMLIV.const_marginal_effect_inference()
DMLIV.const_marginal_effect_interval()
DMLIV.effect()
DMLIV.effect_inference()
DMLIV.effect_interval()
DMLIV.fit()
DMLIV.marginal_ate()
DMLIV.marginal_ate_inference()
DMLIV.marginal_ate_interval()
DMLIV.marginal_effect()
DMLIV.marginal_effect_inference()
DMLIV.marginal_effect_interval()
DMLIV.refit_final()
DMLIV.score()
DMLIV.shap_values()
DMLIV.summary()
DMLIV.coef_
DMLIV.dowhy
DMLIV.intercept_
DMLIV.model_cate
DMLIV.models_t_xw
DMLIV.models_t_xwz
DMLIV.models_y_xw
DMLIV.nuisance_scores_t_xw
DMLIV.nuisance_scores_t_xwz
DMLIV.nuisance_scores_y_xw
DMLIV.residuals_
- econml.iv.dml.NonParamDMLIV
NonParamDMLIV
NonParamDMLIV.__init__()
NonParamDMLIV.ate()
NonParamDMLIV.ate_inference()
NonParamDMLIV.ate_interval()
NonParamDMLIV.cate_feature_names()
NonParamDMLIV.cate_output_names()
NonParamDMLIV.cate_treatment_names()
NonParamDMLIV.const_marginal_ate()
NonParamDMLIV.const_marginal_ate_inference()
NonParamDMLIV.const_marginal_ate_interval()
NonParamDMLIV.const_marginal_effect()
NonParamDMLIV.const_marginal_effect_inference()
NonParamDMLIV.const_marginal_effect_interval()
NonParamDMLIV.effect()
NonParamDMLIV.effect_inference()
NonParamDMLIV.effect_interval()
NonParamDMLIV.fit()
NonParamDMLIV.marginal_ate()
NonParamDMLIV.marginal_ate_inference()
NonParamDMLIV.marginal_ate_interval()
NonParamDMLIV.marginal_effect()
NonParamDMLIV.marginal_effect_inference()
NonParamDMLIV.marginal_effect_interval()
NonParamDMLIV.refit_final()
NonParamDMLIV.score()
NonParamDMLIV.shap_values()
NonParamDMLIV.dowhy
NonParamDMLIV.model_cate
NonParamDMLIV.models_t_xw
NonParamDMLIV.models_t_xwz
NonParamDMLIV.models_y_xw
NonParamDMLIV.nuisance_scores_t_xw
NonParamDMLIV.nuisance_scores_t_xwz
NonParamDMLIV.nuisance_scores_y_xw
NonParamDMLIV.residuals_
- econml.iv.dml.OrthoIV
- Doubly Robust (DR) IV
- econml.iv.dr.DRIV
DRIV
DRIV.__init__()
DRIV.ate()
DRIV.ate_inference()
DRIV.ate_interval()
DRIV.cate_feature_names()
DRIV.cate_output_names()
DRIV.cate_treatment_names()
DRIV.const_marginal_ate()
DRIV.const_marginal_ate_inference()
DRIV.const_marginal_ate_interval()
DRIV.const_marginal_effect()
DRIV.const_marginal_effect_inference()
DRIV.const_marginal_effect_interval()
DRIV.effect()
DRIV.effect_inference()
DRIV.effect_interval()
DRIV.fit()
DRIV.marginal_ate()
DRIV.marginal_ate_inference()
DRIV.marginal_ate_interval()
DRIV.marginal_effect()
DRIV.marginal_effect_inference()
DRIV.marginal_effect_interval()
DRIV.refit_final()
DRIV.score()
DRIV.shap_values()
DRIV.dowhy
DRIV.featurizer_
DRIV.model_cate
DRIV.models_prel_model_effect
DRIV.models_t_xw
DRIV.models_t_xwz
DRIV.models_tz_xw
DRIV.models_y_xw
DRIV.models_z_xw
DRIV.nuisance_scores_prel_model_effect
DRIV.nuisance_scores_t_xw
DRIV.nuisance_scores_t_xwz
DRIV.nuisance_scores_tz_xw
DRIV.nuisance_scores_y_xw
DRIV.nuisance_scores_z_xw
DRIV.residuals_
- econml.iv.dr.LinearDRIV
LinearDRIV
LinearDRIV.__init__()
LinearDRIV.ate()
LinearDRIV.ate_inference()
LinearDRIV.ate_interval()
LinearDRIV.cate_feature_names()
LinearDRIV.cate_output_names()
LinearDRIV.cate_treatment_names()
LinearDRIV.coef__inference()
LinearDRIV.coef__interval()
LinearDRIV.const_marginal_ate()
LinearDRIV.const_marginal_ate_inference()
LinearDRIV.const_marginal_ate_interval()
LinearDRIV.const_marginal_effect()
LinearDRIV.const_marginal_effect_inference()
LinearDRIV.const_marginal_effect_interval()
LinearDRIV.effect()
LinearDRIV.effect_inference()
LinearDRIV.effect_interval()
LinearDRIV.fit()
LinearDRIV.intercept__inference()
LinearDRIV.intercept__interval()
LinearDRIV.marginal_ate()
LinearDRIV.marginal_ate_inference()
LinearDRIV.marginal_ate_interval()
LinearDRIV.marginal_effect()
LinearDRIV.marginal_effect_inference()
LinearDRIV.marginal_effect_interval()
LinearDRIV.refit_final()
LinearDRIV.score()
LinearDRIV.shap_values()
LinearDRIV.summary()
LinearDRIV.coef_
LinearDRIV.dowhy
LinearDRIV.featurizer_
LinearDRIV.intercept_
LinearDRIV.model_cate
LinearDRIV.models_prel_model_effect
LinearDRIV.models_t_xw
LinearDRIV.models_t_xwz
LinearDRIV.models_tz_xw
LinearDRIV.models_y_xw
LinearDRIV.models_z_xw
LinearDRIV.nuisance_scores_prel_model_effect
LinearDRIV.nuisance_scores_t_xw
LinearDRIV.nuisance_scores_t_xwz
LinearDRIV.nuisance_scores_tz_xw
LinearDRIV.nuisance_scores_y_xw
LinearDRIV.nuisance_scores_z_xw
LinearDRIV.residuals_
- econml.iv.dr.SparseLinearDRIV
SparseLinearDRIV
SparseLinearDRIV.__init__()
SparseLinearDRIV.ate()
SparseLinearDRIV.ate_inference()
SparseLinearDRIV.ate_interval()
SparseLinearDRIV.cate_feature_names()
SparseLinearDRIV.cate_output_names()
SparseLinearDRIV.cate_treatment_names()
SparseLinearDRIV.coef__inference()
SparseLinearDRIV.coef__interval()
SparseLinearDRIV.const_marginal_ate()
SparseLinearDRIV.const_marginal_ate_inference()
SparseLinearDRIV.const_marginal_ate_interval()
SparseLinearDRIV.const_marginal_effect()
SparseLinearDRIV.const_marginal_effect_inference()
SparseLinearDRIV.const_marginal_effect_interval()
SparseLinearDRIV.effect()
SparseLinearDRIV.effect_inference()
SparseLinearDRIV.effect_interval()
SparseLinearDRIV.fit()
SparseLinearDRIV.intercept__inference()
SparseLinearDRIV.intercept__interval()
SparseLinearDRIV.marginal_ate()
SparseLinearDRIV.marginal_ate_inference()
SparseLinearDRIV.marginal_ate_interval()
SparseLinearDRIV.marginal_effect()
SparseLinearDRIV.marginal_effect_inference()
SparseLinearDRIV.marginal_effect_interval()
SparseLinearDRIV.refit_final()
SparseLinearDRIV.score()
SparseLinearDRIV.shap_values()
SparseLinearDRIV.summary()
SparseLinearDRIV.coef_
SparseLinearDRIV.dowhy
SparseLinearDRIV.featurizer_
SparseLinearDRIV.intercept_
SparseLinearDRIV.model_cate
SparseLinearDRIV.models_prel_model_effect
SparseLinearDRIV.models_t_xw
SparseLinearDRIV.models_t_xwz
SparseLinearDRIV.models_tz_xw
SparseLinearDRIV.models_y_xw
SparseLinearDRIV.models_z_xw
SparseLinearDRIV.nuisance_scores_prel_model_effect
SparseLinearDRIV.nuisance_scores_t_xw
SparseLinearDRIV.nuisance_scores_t_xwz
SparseLinearDRIV.nuisance_scores_tz_xw
SparseLinearDRIV.nuisance_scores_y_xw
SparseLinearDRIV.nuisance_scores_z_xw
SparseLinearDRIV.residuals_
- econml.iv.dr.ForestDRIV
ForestDRIV
ForestDRIV.__init__()
ForestDRIV.ate()
ForestDRIV.ate_inference()
ForestDRIV.ate_interval()
ForestDRIV.cate_feature_names()
ForestDRIV.cate_output_names()
ForestDRIV.cate_treatment_names()
ForestDRIV.const_marginal_ate()
ForestDRIV.const_marginal_ate_inference()
ForestDRIV.const_marginal_ate_interval()
ForestDRIV.const_marginal_effect()
ForestDRIV.const_marginal_effect_inference()
ForestDRIV.const_marginal_effect_interval()
ForestDRIV.effect()
ForestDRIV.effect_inference()
ForestDRIV.effect_interval()
ForestDRIV.fit()
ForestDRIV.marginal_ate()
ForestDRIV.marginal_ate_inference()
ForestDRIV.marginal_ate_interval()
ForestDRIV.marginal_effect()
ForestDRIV.marginal_effect_inference()
ForestDRIV.marginal_effect_interval()
ForestDRIV.refit_final()
ForestDRIV.score()
ForestDRIV.shap_values()
ForestDRIV.dowhy
ForestDRIV.featurizer_
ForestDRIV.model_cate
ForestDRIV.models_prel_model_effect
ForestDRIV.models_t_xw
ForestDRIV.models_t_xwz
ForestDRIV.models_tz_xw
ForestDRIV.models_y_xw
ForestDRIV.models_z_xw
ForestDRIV.nuisance_scores_prel_model_effect
ForestDRIV.nuisance_scores_t_xw
ForestDRIV.nuisance_scores_t_xwz
ForestDRIV.nuisance_scores_tz_xw
ForestDRIV.nuisance_scores_y_xw
ForestDRIV.nuisance_scores_z_xw
ForestDRIV.residuals_
- econml.iv.dr.IntentToTreatDRIV
IntentToTreatDRIV
IntentToTreatDRIV.__init__()
IntentToTreatDRIV.ate()
IntentToTreatDRIV.ate_inference()
IntentToTreatDRIV.ate_interval()
IntentToTreatDRIV.cate_feature_names()
IntentToTreatDRIV.cate_output_names()
IntentToTreatDRIV.cate_treatment_names()
IntentToTreatDRIV.const_marginal_ate()
IntentToTreatDRIV.const_marginal_ate_inference()
IntentToTreatDRIV.const_marginal_ate_interval()
IntentToTreatDRIV.const_marginal_effect()
IntentToTreatDRIV.const_marginal_effect_inference()
IntentToTreatDRIV.const_marginal_effect_interval()
IntentToTreatDRIV.effect()
IntentToTreatDRIV.effect_inference()
IntentToTreatDRIV.effect_interval()
IntentToTreatDRIV.fit()
IntentToTreatDRIV.marginal_ate()
IntentToTreatDRIV.marginal_ate_inference()
IntentToTreatDRIV.marginal_ate_interval()
IntentToTreatDRIV.marginal_effect()
IntentToTreatDRIV.marginal_effect_inference()
IntentToTreatDRIV.marginal_effect_interval()
IntentToTreatDRIV.refit_final()
IntentToTreatDRIV.score()
IntentToTreatDRIV.shap_values()
IntentToTreatDRIV.dowhy
IntentToTreatDRIV.featurizer_
IntentToTreatDRIV.model_cate
IntentToTreatDRIV.models_prel_model_effect
IntentToTreatDRIV.models_t_xwz
IntentToTreatDRIV.models_y_xw
IntentToTreatDRIV.nuisance_scores_prel_model_effect
IntentToTreatDRIV.nuisance_scores_t_xwz
IntentToTreatDRIV.nuisance_scores_y_xw
IntentToTreatDRIV.residuals_
- econml.iv.dr.LinearIntentToTreatDRIV
LinearIntentToTreatDRIV
LinearIntentToTreatDRIV.__init__()
LinearIntentToTreatDRIV.ate()
LinearIntentToTreatDRIV.ate_inference()
LinearIntentToTreatDRIV.ate_interval()
LinearIntentToTreatDRIV.cate_feature_names()
LinearIntentToTreatDRIV.cate_output_names()
LinearIntentToTreatDRIV.cate_treatment_names()
LinearIntentToTreatDRIV.coef__inference()
LinearIntentToTreatDRIV.coef__interval()
LinearIntentToTreatDRIV.const_marginal_ate()
LinearIntentToTreatDRIV.const_marginal_ate_inference()
LinearIntentToTreatDRIV.const_marginal_ate_interval()
LinearIntentToTreatDRIV.const_marginal_effect()
LinearIntentToTreatDRIV.const_marginal_effect_inference()
LinearIntentToTreatDRIV.const_marginal_effect_interval()
LinearIntentToTreatDRIV.effect()
LinearIntentToTreatDRIV.effect_inference()
LinearIntentToTreatDRIV.effect_interval()
LinearIntentToTreatDRIV.fit()
LinearIntentToTreatDRIV.intercept__inference()
LinearIntentToTreatDRIV.intercept__interval()
LinearIntentToTreatDRIV.marginal_ate()
LinearIntentToTreatDRIV.marginal_ate_inference()
LinearIntentToTreatDRIV.marginal_ate_interval()
LinearIntentToTreatDRIV.marginal_effect()
LinearIntentToTreatDRIV.marginal_effect_inference()
LinearIntentToTreatDRIV.marginal_effect_interval()
LinearIntentToTreatDRIV.refit_final()
LinearIntentToTreatDRIV.score()
LinearIntentToTreatDRIV.shap_values()
LinearIntentToTreatDRIV.summary()
LinearIntentToTreatDRIV.coef_
LinearIntentToTreatDRIV.dowhy
LinearIntentToTreatDRIV.featurizer_
LinearIntentToTreatDRIV.intercept_
LinearIntentToTreatDRIV.model_cate
LinearIntentToTreatDRIV.models_prel_model_effect
LinearIntentToTreatDRIV.models_t_xwz
LinearIntentToTreatDRIV.models_y_xw
LinearIntentToTreatDRIV.nuisance_scores_prel_model_effect
LinearIntentToTreatDRIV.nuisance_scores_t_xwz
LinearIntentToTreatDRIV.nuisance_scores_y_xw
LinearIntentToTreatDRIV.residuals_
- econml.iv.dr.DRIV
- Sieve Methods
- econml.iv.sieve.SieveTSLS
SieveTSLS
SieveTSLS.__init__()
SieveTSLS.ate()
SieveTSLS.ate_inference()
SieveTSLS.ate_interval()
SieveTSLS.cate_feature_names()
SieveTSLS.cate_output_names()
SieveTSLS.cate_treatment_names()
SieveTSLS.effect()
SieveTSLS.effect_inference()
SieveTSLS.effect_interval()
SieveTSLS.fit()
SieveTSLS.marginal_ate()
SieveTSLS.marginal_ate_inference()
SieveTSLS.marginal_ate_interval()
SieveTSLS.marginal_effect()
SieveTSLS.marginal_effect_inference()
SieveTSLS.marginal_effect_interval()
SieveTSLS.dowhy
- econml.iv.sieve.HermiteFeatures
- econml.iv.sieve.DPolynomialFeatures
- econml.iv.sieve.SieveTSLS
- Double Machine Learning (DML) IV
- Estimators for Panel Data
- Dynamic Double Machine Learning
- econml.panel.dml.DynamicDML
DynamicDML
DynamicDML.__init__()
DynamicDML.ate()
DynamicDML.ate_inference()
DynamicDML.ate_interval()
DynamicDML.cate_feature_names()
DynamicDML.cate_output_names()
DynamicDML.cate_treatment_names()
DynamicDML.coef__inference()
DynamicDML.coef__interval()
DynamicDML.const_marginal_ate()
DynamicDML.const_marginal_ate_inference()
DynamicDML.const_marginal_ate_interval()
DynamicDML.const_marginal_effect()
DynamicDML.const_marginal_effect_inference()
DynamicDML.const_marginal_effect_interval()
DynamicDML.effect()
DynamicDML.effect_inference()
DynamicDML.effect_interval()
DynamicDML.fit()
DynamicDML.intercept__inference()
DynamicDML.intercept__interval()
DynamicDML.marginal_ate()
DynamicDML.marginal_ate_inference()
DynamicDML.marginal_ate_interval()
DynamicDML.marginal_effect()
DynamicDML.marginal_effect_inference()
DynamicDML.marginal_effect_interval()
DynamicDML.refit_final()
DynamicDML.score()
DynamicDML.shap_values()
DynamicDML.summary()
DynamicDML.coef_
DynamicDML.dowhy
DynamicDML.intercept_
DynamicDML.residuals_
- econml.panel.dml.DynamicDML
- Dynamic Double Machine Learning
- Policy Learning
- econml.policy.DRPolicyForest
DRPolicyForest
DRPolicyForest.__init__()
DRPolicyForest.export_graphviz()
DRPolicyForest.feature_importances()
DRPolicyForest.fit()
DRPolicyForest.plot()
DRPolicyForest.policy_feature_names()
DRPolicyForest.policy_treatment_names()
DRPolicyForest.predict()
DRPolicyForest.predict_proba()
DRPolicyForest.predict_value()
DRPolicyForest.render()
DRPolicyForest.policy_model_
- econml.policy.DRPolicyTree
DRPolicyTree
DRPolicyTree.__init__()
DRPolicyTree.export_graphviz()
DRPolicyTree.feature_importances()
DRPolicyTree.fit()
DRPolicyTree.plot()
DRPolicyTree.policy_feature_names()
DRPolicyTree.policy_treatment_names()
DRPolicyTree.predict()
DRPolicyTree.predict_proba()
DRPolicyTree.predict_value()
DRPolicyTree.render()
DRPolicyTree.policy_model_
- econml.policy.PolicyForest
PolicyForest
PolicyForest.feature_importances_
PolicyForest.__init__()
PolicyForest.apply()
PolicyForest.decision_path()
PolicyForest.feature_importances()
PolicyForest.fit()
PolicyForest.get_metadata_routing()
PolicyForest.get_params()
PolicyForest.get_subsample_inds()
PolicyForest.predict()
PolicyForest.predict_proba()
PolicyForest.predict_value()
PolicyForest.set_fit_request()
PolicyForest.set_params()
- econml.policy.PolicyTree
PolicyTree
PolicyTree.feature_importances_
PolicyTree.max_features_
PolicyTree.n_features_in_
PolicyTree.n_samples_
PolicyTree.honest_
PolicyTree.tree_
PolicyTree.policy_value_
PolicyTree.always_treat_value_
PolicyTree.__init__()
PolicyTree.apply()
PolicyTree.decision_path()
PolicyTree.export_graphviz()
PolicyTree.feature_importances()
PolicyTree.fit()
PolicyTree.get_depth()
PolicyTree.get_metadata_routing()
PolicyTree.get_n_leaves()
PolicyTree.get_params()
PolicyTree.get_train_test_split_inds()
PolicyTree.plot()
PolicyTree.predict()
PolicyTree.predict_proba()
PolicyTree.predict_value()
PolicyTree.render()
PolicyTree.set_fit_request()
PolicyTree.set_params()
PolicyTree.set_predict_proba_request()
PolicyTree.set_predict_request()
- econml.policy.DRPolicyForest
- CATE Interpreters
- econml.cate_interpreter.SingleTreeCateInterpreter
- econml.cate_interpreter.SingleTreePolicyInterpreter
SingleTreePolicyInterpreter
SingleTreePolicyInterpreter.tree_model_
SingleTreePolicyInterpreter.policy_value_
SingleTreePolicyInterpreter.always_treat_value_
SingleTreePolicyInterpreter.__init__()
SingleTreePolicyInterpreter.export_graphviz()
SingleTreePolicyInterpreter.interpret()
SingleTreePolicyInterpreter.plot()
SingleTreePolicyInterpreter.render()
SingleTreePolicyInterpreter.treat()
- CATE Validation
- CATE Scorers
- Generalized Random Forests
- econml.grf.CausalForest
CausalForest
CausalForest.feature_importances_
CausalForest.estimators_
CausalForest.__init__()
CausalForest.apply()
CausalForest.decision_path()
CausalForest.feature_importances()
CausalForest.fit()
CausalForest.get_metadata_routing()
CausalForest.get_params()
CausalForest.get_subsample_inds()
CausalForest.oob_predict()
CausalForest.predict()
CausalForest.predict_alpha_and_jac()
CausalForest.predict_and_var()
CausalForest.predict_full()
CausalForest.predict_interval()
CausalForest.predict_moment_and_var()
CausalForest.predict_projection()
CausalForest.predict_projection_and_var()
CausalForest.predict_projection_var()
CausalForest.predict_tree_average()
CausalForest.predict_tree_average_full()
CausalForest.predict_var()
CausalForest.prediction_stderr()
CausalForest.set_fit_request()
CausalForest.set_params()
CausalForest.set_predict_request()
- econml.grf.CausalIVForest
CausalIVForest
CausalIVForest.feature_importances_
CausalIVForest.estimators_
CausalIVForest.__init__()
CausalIVForest.apply()
CausalIVForest.decision_path()
CausalIVForest.feature_importances()
CausalIVForest.fit()
CausalIVForest.get_metadata_routing()
CausalIVForest.get_params()
CausalIVForest.get_subsample_inds()
CausalIVForest.oob_predict()
CausalIVForest.predict()
CausalIVForest.predict_alpha_and_jac()
CausalIVForest.predict_and_var()
CausalIVForest.predict_full()
CausalIVForest.predict_interval()
CausalIVForest.predict_moment_and_var()
CausalIVForest.predict_projection()
CausalIVForest.predict_projection_and_var()
CausalIVForest.predict_projection_var()
CausalIVForest.predict_tree_average()
CausalIVForest.predict_tree_average_full()
CausalIVForest.predict_var()
CausalIVForest.prediction_stderr()
CausalIVForest.set_fit_request()
CausalIVForest.set_params()
CausalIVForest.set_predict_request()
- econml.grf.RegressionForest
RegressionForest
RegressionForest.feature_importances_
RegressionForest.estimators_
RegressionForest.__init__()
RegressionForest.apply()
RegressionForest.decision_path()
RegressionForest.feature_importances()
RegressionForest.fit()
RegressionForest.get_metadata_routing()
RegressionForest.get_params()
RegressionForest.get_subsample_inds()
RegressionForest.oob_predict()
RegressionForest.predict()
RegressionForest.predict_alpha_and_jac()
RegressionForest.predict_and_var()
RegressionForest.predict_full()
RegressionForest.predict_interval()
RegressionForest.predict_moment_and_var()
RegressionForest.predict_projection()
RegressionForest.predict_projection_and_var()
RegressionForest.predict_projection_var()
RegressionForest.predict_tree_average()
RegressionForest.predict_tree_average_full()
RegressionForest.predict_var()
RegressionForest.prediction_stderr()
RegressionForest.set_fit_request()
RegressionForest.set_params()
RegressionForest.set_predict_request()
- econml.grf.MultiOutputGRF
- econml.grf.LinearMomentGRFCriterion
- econml.grf.LinearMomentGRFCriterionMSE
- econml.grf._base_grf.BaseGRF
BaseGRF
BaseGRF.__init__()
BaseGRF.apply()
BaseGRF.decision_path()
BaseGRF.feature_importances()
BaseGRF.fit()
BaseGRF.get_metadata_routing()
BaseGRF.get_params()
BaseGRF.get_subsample_inds()
BaseGRF.oob_predict()
BaseGRF.predict()
BaseGRF.predict_alpha_and_jac()
BaseGRF.predict_and_var()
BaseGRF.predict_full()
BaseGRF.predict_interval()
BaseGRF.predict_moment_and_var()
BaseGRF.predict_projection()
BaseGRF.predict_projection_and_var()
BaseGRF.predict_projection_var()
BaseGRF.predict_tree_average()
BaseGRF.predict_tree_average_full()
BaseGRF.predict_var()
BaseGRF.prediction_stderr()
BaseGRF.set_fit_request()
BaseGRF.set_params()
BaseGRF.set_predict_request()
- econml.grf._base_grftree.GRFTree
GRFTree
GRFTree.feature_importances_
GRFTree.max_features_
GRFTree.n_features_
GRFTree.n_outputs_
GRFTree.n_relevant_outputs_
GRFTree.n_y_
GRFTree.n_samples_
GRFTree.honest_
GRFTree.tree_
GRFTree.__init__()
GRFTree.apply()
GRFTree.decision_path()
GRFTree.feature_importances()
GRFTree.fit()
GRFTree.get_depth()
GRFTree.get_metadata_routing()
GRFTree.get_n_leaves()
GRFTree.get_params()
GRFTree.get_train_test_split_inds()
GRFTree.init()
GRFTree.predict()
GRFTree.predict_alpha_and_jac()
GRFTree.predict_full()
GRFTree.predict_moment()
GRFTree.set_fit_request()
GRFTree.set_params()
GRFTree.set_predict_request()
- econml.grf.CausalForest
- Scikit-Learn Extensions
- Linear Model Extensions
- econml.sklearn_extensions.linear_model.DebiasedLasso
DebiasedLasso
DebiasedLasso.coef_
DebiasedLasso.intercept_
DebiasedLasso.n_iter_
DebiasedLasso.selected_alpha_
DebiasedLasso.coef_stderr_
DebiasedLasso.intercept_stderr_
DebiasedLasso.__init__()
DebiasedLasso.coef__interval()
DebiasedLasso.fit()
DebiasedLasso.get_metadata_routing()
DebiasedLasso.get_params()
DebiasedLasso.intercept__interval()
DebiasedLasso.path()
DebiasedLasso.predict()
DebiasedLasso.predict_interval()
DebiasedLasso.prediction_stderr()
DebiasedLasso.score()
DebiasedLasso.set_fit_request()
DebiasedLasso.set_params()
DebiasedLasso.set_score_request()
DebiasedLasso.sparse_coef_
- econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso
MultiOutputDebiasedLasso
MultiOutputDebiasedLasso.coef_
MultiOutputDebiasedLasso.intercept_
MultiOutputDebiasedLasso.selected_alpha_
MultiOutputDebiasedLasso.coef_stderr_
MultiOutputDebiasedLasso.intercept_stderr_
MultiOutputDebiasedLasso.__init__()
MultiOutputDebiasedLasso.coef__interval()
MultiOutputDebiasedLasso.fit()
MultiOutputDebiasedLasso.get_metadata_routing()
MultiOutputDebiasedLasso.get_params()
MultiOutputDebiasedLasso.intercept__interval()
MultiOutputDebiasedLasso.partial_fit()
MultiOutputDebiasedLasso.predict()
MultiOutputDebiasedLasso.predict_interval()
MultiOutputDebiasedLasso.prediction_stderr()
MultiOutputDebiasedLasso.score()
MultiOutputDebiasedLasso.set_fit_request()
MultiOutputDebiasedLasso.set_params()
MultiOutputDebiasedLasso.set_partial_fit_request()
MultiOutputDebiasedLasso.set_score_request()
- econml.sklearn_extensions.linear_model.SelectiveRegularization
- econml.sklearn_extensions.linear_model.StatsModelsLinearRegression
StatsModelsLinearRegression
StatsModelsLinearRegression.__init__()
StatsModelsLinearRegression.aggregate()
StatsModelsLinearRegression.coef__interval()
StatsModelsLinearRegression.fit()
StatsModelsLinearRegression.get_metadata_routing()
StatsModelsLinearRegression.get_params()
StatsModelsLinearRegression.intercept__interval()
StatsModelsLinearRegression.predict()
StatsModelsLinearRegression.predict_interval()
StatsModelsLinearRegression.prediction_stderr()
StatsModelsLinearRegression.set_fit_request()
StatsModelsLinearRegression.set_params()
StatsModelsLinearRegression.coef_
StatsModelsLinearRegression.coef_stderr_
StatsModelsLinearRegression.intercept_
StatsModelsLinearRegression.intercept_stderr_
- econml.sklearn_extensions.linear_model.StatsModelsRLM
StatsModelsRLM
StatsModelsRLM.__init__()
StatsModelsRLM.coef__interval()
StatsModelsRLM.fit()
StatsModelsRLM.get_metadata_routing()
StatsModelsRLM.get_params()
StatsModelsRLM.intercept__interval()
StatsModelsRLM.predict()
StatsModelsRLM.predict_interval()
StatsModelsRLM.prediction_stderr()
StatsModelsRLM.set_params()
StatsModelsRLM.coef_
StatsModelsRLM.coef_stderr_
StatsModelsRLM.intercept_
StatsModelsRLM.intercept_stderr_
- econml.sklearn_extensions.linear_model.WeightedLasso
WeightedLasso
WeightedLasso.coef_
WeightedLasso.intercept_
WeightedLasso.n_iter_
WeightedLasso.__init__()
WeightedLasso.fit()
WeightedLasso.get_metadata_routing()
WeightedLasso.get_params()
WeightedLasso.path()
WeightedLasso.predict()
WeightedLasso.score()
WeightedLasso.set_fit_request()
WeightedLasso.set_params()
WeightedLasso.set_score_request()
WeightedLasso.sparse_coef_
- econml.sklearn_extensions.linear_model.WeightedLassoCV
- econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV
WeightedMultiTaskLassoCV
WeightedMultiTaskLassoCV.__init__()
WeightedMultiTaskLassoCV.fit()
WeightedMultiTaskLassoCV.get_metadata_routing()
WeightedMultiTaskLassoCV.get_params()
WeightedMultiTaskLassoCV.path()
WeightedMultiTaskLassoCV.predict()
WeightedMultiTaskLassoCV.score()
WeightedMultiTaskLassoCV.set_fit_request()
WeightedMultiTaskLassoCV.set_params()
WeightedMultiTaskLassoCV.set_score_request()
- econml.sklearn_extensions.linear_model.WeightedLassoCVWrapper
- econml.sklearn_extensions.linear_model.DebiasedLasso
- Model Selection Extensions
- Linear Model Extensions
- Inference
- Inference Results
- econml.inference.NormalInferenceResults
NormalInferenceResults
NormalInferenceResults.__init__()
NormalInferenceResults.conf_int()
NormalInferenceResults.population_summary()
NormalInferenceResults.pvalue()
NormalInferenceResults.scale()
NormalInferenceResults.summary_frame()
NormalInferenceResults.translate()
NormalInferenceResults.zstat()
NormalInferenceResults.point_estimate
NormalInferenceResults.stderr
NormalInferenceResults.var
- econml.inference.EmpiricalInferenceResults
EmpiricalInferenceResults
EmpiricalInferenceResults.__init__()
EmpiricalInferenceResults.conf_int()
EmpiricalInferenceResults.population_summary()
EmpiricalInferenceResults.pvalue()
EmpiricalInferenceResults.scale()
EmpiricalInferenceResults.summary_frame()
EmpiricalInferenceResults.translate()
EmpiricalInferenceResults.zstat()
EmpiricalInferenceResults.point_estimate
EmpiricalInferenceResults.stderr
EmpiricalInferenceResults.var
- econml.inference.PopulationSummaryResults
PopulationSummaryResults
PopulationSummaryResults.__init__()
PopulationSummaryResults.conf_int_mean()
PopulationSummaryResults.conf_int_point()
PopulationSummaryResults.percentile_point()
PopulationSummaryResults.pvalue()
PopulationSummaryResults.summary()
PopulationSummaryResults.zstat()
PopulationSummaryResults.mean_point
PopulationSummaryResults.std_point
PopulationSummaryResults.stderr_mean
PopulationSummaryResults.stderr_point
- econml.inference.NormalInferenceResults
- Inference Methods
- econml.inference.BootstrapInference
- econml.inference.GenericModelFinalInference
- econml.inference.GenericSingleTreatmentModelFinalInference
- econml.inference.LinearModelFinalInference
- econml.inference.StatsModelsInference
- econml.inference.GenericModelFinalInferenceDiscrete
- econml.inference.LinearModelFinalInferenceDiscrete
- econml.inference.StatsModelsInferenceDiscrete
- Inference Results
- Federated Estimation
- econml.federated_learning.FederatedEstimator
FederatedEstimator
FederatedEstimator.__init__()
FederatedEstimator.ate()
FederatedEstimator.ate_inference()
FederatedEstimator.ate_interval()
FederatedEstimator.cate_feature_names()
FederatedEstimator.cate_output_names()
FederatedEstimator.cate_treatment_names()
FederatedEstimator.const_marginal_ate()
FederatedEstimator.const_marginal_ate_inference()
FederatedEstimator.const_marginal_ate_interval()
FederatedEstimator.const_marginal_effect()
FederatedEstimator.const_marginal_effect_inference()
FederatedEstimator.const_marginal_effect_interval()
FederatedEstimator.effect()
FederatedEstimator.effect_inference()
FederatedEstimator.effect_interval()
FederatedEstimator.fit()
FederatedEstimator.marginal_ate()
FederatedEstimator.marginal_ate_inference()
FederatedEstimator.marginal_ate_interval()
FederatedEstimator.marginal_effect()
FederatedEstimator.marginal_effect_inference()
FederatedEstimator.marginal_effect_interval()
FederatedEstimator.shap_values()
FederatedEstimator.dowhy
- econml.federated_learning.FederatedEstimator
- Solutions
- Causal Analysis
- econml.solutions.causal_analysis.CausalAnalysis
CausalAnalysis
CausalAnalysis.nuisance_models_
CausalAnalysis.heterogeneity_model
CausalAnalysis.feature_names_
CausalAnalysis.trained_feature_indices_
CausalAnalysis.untrained_feature_indices_
CausalAnalysis.__init__()
CausalAnalysis.cohort_causal_effect()
CausalAnalysis.fit()
CausalAnalysis.global_causal_effect()
CausalAnalysis.individualized_policy()
CausalAnalysis.local_causal_effect()
CausalAnalysis.plot_heterogeneity_tree()
CausalAnalysis.plot_policy_tree()
CausalAnalysis.typical_treatment_value()
CausalAnalysis.whatif()
- econml.solutions.causal_analysis.CausalAnalysis
- Causal Analysis
- Integration with DoWhy
- Utilities
- econml.utilities
IdentityFeatures
MissingModule
MultiModelWrapper
SeparateModel
Summary
WeightedModelWrapper
add_intercept()
broadcast_unit_treatments()
check_input_arrays()
check_inputs()
check_models()
concatenate()
cross_product()
deprecated()
einsum_sparse()
filter_none_kwargs()
get_feature_names_or_default()
get_input_columns()
hstack()
inverse_onehot()
iscoo()
issparse()
jacify_featurizer()
ndim()
one_hot_encoder()
reshape()
reshape_Y_T()
reshape_arrays_2dim()
reshape_outcomewise_effects()
reshape_treatmentwise_effects()
shape()
size()
stack()
strata_from_discrete_arrays()
tensordot()
tocoo()
todense()
transpose()
transpose_dictionary()
vstack()
- econml.utilities
- CATE Estimators
- Private Module Reference
- econml._ortho_learner
CachedValues
_OrthoLearner
_OrthoLearner.models_nuisance_
_OrthoLearner.ortho_learner_model_final_
_OrthoLearner.score_
_OrthoLearner.nuisance_scores_
_OrthoLearner.ate()
_OrthoLearner.ate_inference()
_OrthoLearner.ate_interval()
_OrthoLearner.cate_feature_names()
_OrthoLearner.cate_output_names()
_OrthoLearner.cate_treatment_names()
_OrthoLearner.const_marginal_ate()
_OrthoLearner.const_marginal_ate_inference()
_OrthoLearner.const_marginal_ate_interval()
_OrthoLearner.const_marginal_effect()
_OrthoLearner.const_marginal_effect_inference()
_OrthoLearner.const_marginal_effect_interval()
_OrthoLearner.effect()
_OrthoLearner.effect_inference()
_OrthoLearner.effect_interval()
_OrthoLearner.fit()
_OrthoLearner.marginal_ate()
_OrthoLearner.marginal_ate_inference()
_OrthoLearner.marginal_ate_interval()
_OrthoLearner.marginal_effect()
_OrthoLearner.marginal_effect_inference()
_OrthoLearner.marginal_effect_interval()
_OrthoLearner.refit_final()
_OrthoLearner.score()
_OrthoLearner.shap_values()
_OrthoLearner.dowhy
_crossfit()
- econml._cate_estimator
BaseCateEstimator
BaseCateEstimator.ate()
BaseCateEstimator.ate_inference()
BaseCateEstimator.ate_interval()
BaseCateEstimator.cate_feature_names()
BaseCateEstimator.cate_output_names()
BaseCateEstimator.cate_treatment_names()
BaseCateEstimator.effect()
BaseCateEstimator.effect_inference()
BaseCateEstimator.effect_interval()
BaseCateEstimator.fit()
BaseCateEstimator.marginal_ate()
BaseCateEstimator.marginal_ate_inference()
BaseCateEstimator.marginal_ate_interval()
BaseCateEstimator.marginal_effect()
BaseCateEstimator.marginal_effect_inference()
BaseCateEstimator.marginal_effect_interval()
BaseCateEstimator.dowhy
DebiasedLassoCateEstimatorDiscreteMixin
DebiasedLassoCateEstimatorDiscreteMixin.ate()
DebiasedLassoCateEstimatorDiscreteMixin.ate_inference()
DebiasedLassoCateEstimatorDiscreteMixin.ate_interval()
DebiasedLassoCateEstimatorDiscreteMixin.cate_feature_names()
DebiasedLassoCateEstimatorDiscreteMixin.cate_output_names()
DebiasedLassoCateEstimatorDiscreteMixin.cate_treatment_names()
DebiasedLassoCateEstimatorDiscreteMixin.coef_()
DebiasedLassoCateEstimatorDiscreteMixin.coef__inference()
DebiasedLassoCateEstimatorDiscreteMixin.coef__interval()
DebiasedLassoCateEstimatorDiscreteMixin.effect()
DebiasedLassoCateEstimatorDiscreteMixin.effect_inference()
DebiasedLassoCateEstimatorDiscreteMixin.effect_interval()
DebiasedLassoCateEstimatorDiscreteMixin.fit()
DebiasedLassoCateEstimatorDiscreteMixin.intercept_()
DebiasedLassoCateEstimatorDiscreteMixin.intercept__inference()
DebiasedLassoCateEstimatorDiscreteMixin.intercept__interval()
DebiasedLassoCateEstimatorDiscreteMixin.marginal_ate()
DebiasedLassoCateEstimatorDiscreteMixin.marginal_ate_inference()
DebiasedLassoCateEstimatorDiscreteMixin.marginal_ate_interval()
DebiasedLassoCateEstimatorDiscreteMixin.marginal_effect()
DebiasedLassoCateEstimatorDiscreteMixin.marginal_effect_inference()
DebiasedLassoCateEstimatorDiscreteMixin.marginal_effect_interval()
DebiasedLassoCateEstimatorDiscreteMixin.summary()
DebiasedLassoCateEstimatorDiscreteMixin.dowhy
DebiasedLassoCateEstimatorMixin
DebiasedLassoCateEstimatorMixin.ate()
DebiasedLassoCateEstimatorMixin.ate_inference()
DebiasedLassoCateEstimatorMixin.ate_interval()
DebiasedLassoCateEstimatorMixin.cate_feature_names()
DebiasedLassoCateEstimatorMixin.cate_output_names()
DebiasedLassoCateEstimatorMixin.cate_treatment_names()
DebiasedLassoCateEstimatorMixin.coef__inference()
DebiasedLassoCateEstimatorMixin.coef__interval()
DebiasedLassoCateEstimatorMixin.effect()
DebiasedLassoCateEstimatorMixin.effect_inference()
DebiasedLassoCateEstimatorMixin.effect_interval()
DebiasedLassoCateEstimatorMixin.fit()
DebiasedLassoCateEstimatorMixin.intercept__inference()
DebiasedLassoCateEstimatorMixin.intercept__interval()
DebiasedLassoCateEstimatorMixin.marginal_ate()
DebiasedLassoCateEstimatorMixin.marginal_ate_inference()
DebiasedLassoCateEstimatorMixin.marginal_ate_interval()
DebiasedLassoCateEstimatorMixin.marginal_effect()
DebiasedLassoCateEstimatorMixin.marginal_effect_inference()
DebiasedLassoCateEstimatorMixin.marginal_effect_interval()
DebiasedLassoCateEstimatorMixin.shap_values()
DebiasedLassoCateEstimatorMixin.summary()
DebiasedLassoCateEstimatorMixin.coef_
DebiasedLassoCateEstimatorMixin.dowhy
DebiasedLassoCateEstimatorMixin.intercept_
ForestModelFinalCateEstimatorDiscreteMixin
ForestModelFinalCateEstimatorDiscreteMixin.ate()
ForestModelFinalCateEstimatorDiscreteMixin.ate_inference()
ForestModelFinalCateEstimatorDiscreteMixin.ate_interval()
ForestModelFinalCateEstimatorDiscreteMixin.cate_feature_names()
ForestModelFinalCateEstimatorDiscreteMixin.cate_output_names()
ForestModelFinalCateEstimatorDiscreteMixin.cate_treatment_names()
ForestModelFinalCateEstimatorDiscreteMixin.effect()
ForestModelFinalCateEstimatorDiscreteMixin.effect_inference()
ForestModelFinalCateEstimatorDiscreteMixin.effect_interval()
ForestModelFinalCateEstimatorDiscreteMixin.fit()
ForestModelFinalCateEstimatorDiscreteMixin.marginal_ate()
ForestModelFinalCateEstimatorDiscreteMixin.marginal_ate_inference()
ForestModelFinalCateEstimatorDiscreteMixin.marginal_ate_interval()
ForestModelFinalCateEstimatorDiscreteMixin.marginal_effect()
ForestModelFinalCateEstimatorDiscreteMixin.marginal_effect_inference()
ForestModelFinalCateEstimatorDiscreteMixin.marginal_effect_interval()
ForestModelFinalCateEstimatorDiscreteMixin.dowhy
ForestModelFinalCateEstimatorMixin
ForestModelFinalCateEstimatorMixin.ate()
ForestModelFinalCateEstimatorMixin.ate_inference()
ForestModelFinalCateEstimatorMixin.ate_interval()
ForestModelFinalCateEstimatorMixin.cate_feature_names()
ForestModelFinalCateEstimatorMixin.cate_output_names()
ForestModelFinalCateEstimatorMixin.cate_treatment_names()
ForestModelFinalCateEstimatorMixin.effect()
ForestModelFinalCateEstimatorMixin.effect_inference()
ForestModelFinalCateEstimatorMixin.effect_interval()
ForestModelFinalCateEstimatorMixin.fit()
ForestModelFinalCateEstimatorMixin.marginal_ate()
ForestModelFinalCateEstimatorMixin.marginal_ate_inference()
ForestModelFinalCateEstimatorMixin.marginal_ate_interval()
ForestModelFinalCateEstimatorMixin.marginal_effect()
ForestModelFinalCateEstimatorMixin.marginal_effect_inference()
ForestModelFinalCateEstimatorMixin.marginal_effect_interval()
ForestModelFinalCateEstimatorMixin.dowhy
LinearCateEstimator
LinearCateEstimator.ate()
LinearCateEstimator.ate_inference()
LinearCateEstimator.ate_interval()
LinearCateEstimator.cate_feature_names()
LinearCateEstimator.cate_output_names()
LinearCateEstimator.cate_treatment_names()
LinearCateEstimator.const_marginal_ate()
LinearCateEstimator.const_marginal_ate_inference()
LinearCateEstimator.const_marginal_ate_interval()
LinearCateEstimator.const_marginal_effect()
LinearCateEstimator.const_marginal_effect_inference()
LinearCateEstimator.const_marginal_effect_interval()
LinearCateEstimator.effect()
LinearCateEstimator.effect_inference()
LinearCateEstimator.effect_interval()
LinearCateEstimator.fit()
LinearCateEstimator.marginal_ate()
LinearCateEstimator.marginal_ate_inference()
LinearCateEstimator.marginal_ate_interval()
LinearCateEstimator.marginal_effect()
LinearCateEstimator.marginal_effect_inference()
LinearCateEstimator.marginal_effect_interval()
LinearCateEstimator.shap_values()
LinearCateEstimator.dowhy
LinearModelFinalCateEstimatorDiscreteMixin
LinearModelFinalCateEstimatorDiscreteMixin.ate()
LinearModelFinalCateEstimatorDiscreteMixin.ate_inference()
LinearModelFinalCateEstimatorDiscreteMixin.ate_interval()
LinearModelFinalCateEstimatorDiscreteMixin.cate_feature_names()
LinearModelFinalCateEstimatorDiscreteMixin.cate_output_names()
LinearModelFinalCateEstimatorDiscreteMixin.cate_treatment_names()
LinearModelFinalCateEstimatorDiscreteMixin.coef_()
LinearModelFinalCateEstimatorDiscreteMixin.coef__inference()
LinearModelFinalCateEstimatorDiscreteMixin.coef__interval()
LinearModelFinalCateEstimatorDiscreteMixin.effect()
LinearModelFinalCateEstimatorDiscreteMixin.effect_inference()
LinearModelFinalCateEstimatorDiscreteMixin.effect_interval()
LinearModelFinalCateEstimatorDiscreteMixin.fit()
LinearModelFinalCateEstimatorDiscreteMixin.intercept_()
LinearModelFinalCateEstimatorDiscreteMixin.intercept__inference()
LinearModelFinalCateEstimatorDiscreteMixin.intercept__interval()
LinearModelFinalCateEstimatorDiscreteMixin.marginal_ate()
LinearModelFinalCateEstimatorDiscreteMixin.marginal_ate_inference()
LinearModelFinalCateEstimatorDiscreteMixin.marginal_ate_interval()
LinearModelFinalCateEstimatorDiscreteMixin.marginal_effect()
LinearModelFinalCateEstimatorDiscreteMixin.marginal_effect_inference()
LinearModelFinalCateEstimatorDiscreteMixin.marginal_effect_interval()
LinearModelFinalCateEstimatorDiscreteMixin.summary()
LinearModelFinalCateEstimatorDiscreteMixin.dowhy
LinearModelFinalCateEstimatorMixin
LinearModelFinalCateEstimatorMixin.bias_part_of_coef
LinearModelFinalCateEstimatorMixin.ate()
LinearModelFinalCateEstimatorMixin.ate_inference()
LinearModelFinalCateEstimatorMixin.ate_interval()
LinearModelFinalCateEstimatorMixin.cate_feature_names()
LinearModelFinalCateEstimatorMixin.cate_output_names()
LinearModelFinalCateEstimatorMixin.cate_treatment_names()
LinearModelFinalCateEstimatorMixin.coef__inference()
LinearModelFinalCateEstimatorMixin.coef__interval()
LinearModelFinalCateEstimatorMixin.effect()
LinearModelFinalCateEstimatorMixin.effect_inference()
LinearModelFinalCateEstimatorMixin.effect_interval()
LinearModelFinalCateEstimatorMixin.fit()
LinearModelFinalCateEstimatorMixin.intercept__inference()
LinearModelFinalCateEstimatorMixin.intercept__interval()
LinearModelFinalCateEstimatorMixin.marginal_ate()
LinearModelFinalCateEstimatorMixin.marginal_ate_inference()
LinearModelFinalCateEstimatorMixin.marginal_ate_interval()
LinearModelFinalCateEstimatorMixin.marginal_effect()
LinearModelFinalCateEstimatorMixin.marginal_effect_inference()
LinearModelFinalCateEstimatorMixin.marginal_effect_interval()
LinearModelFinalCateEstimatorMixin.shap_values()
LinearModelFinalCateEstimatorMixin.summary()
LinearModelFinalCateEstimatorMixin.coef_
LinearModelFinalCateEstimatorMixin.dowhy
LinearModelFinalCateEstimatorMixin.intercept_
StatsModelsCateEstimatorDiscreteMixin
StatsModelsCateEstimatorDiscreteMixin.ate()
StatsModelsCateEstimatorDiscreteMixin.ate_inference()
StatsModelsCateEstimatorDiscreteMixin.ate_interval()
StatsModelsCateEstimatorDiscreteMixin.cate_feature_names()
StatsModelsCateEstimatorDiscreteMixin.cate_output_names()
StatsModelsCateEstimatorDiscreteMixin.cate_treatment_names()
StatsModelsCateEstimatorDiscreteMixin.coef_()
StatsModelsCateEstimatorDiscreteMixin.coef__inference()
StatsModelsCateEstimatorDiscreteMixin.coef__interval()
StatsModelsCateEstimatorDiscreteMixin.effect()
StatsModelsCateEstimatorDiscreteMixin.effect_inference()
StatsModelsCateEstimatorDiscreteMixin.effect_interval()
StatsModelsCateEstimatorDiscreteMixin.fit()
StatsModelsCateEstimatorDiscreteMixin.intercept_()
StatsModelsCateEstimatorDiscreteMixin.intercept__inference()
StatsModelsCateEstimatorDiscreteMixin.intercept__interval()
StatsModelsCateEstimatorDiscreteMixin.marginal_ate()
StatsModelsCateEstimatorDiscreteMixin.marginal_ate_inference()
StatsModelsCateEstimatorDiscreteMixin.marginal_ate_interval()
StatsModelsCateEstimatorDiscreteMixin.marginal_effect()
StatsModelsCateEstimatorDiscreteMixin.marginal_effect_inference()
StatsModelsCateEstimatorDiscreteMixin.marginal_effect_interval()
StatsModelsCateEstimatorDiscreteMixin.summary()
StatsModelsCateEstimatorDiscreteMixin.dowhy
StatsModelsCateEstimatorMixin
StatsModelsCateEstimatorMixin.ate()
StatsModelsCateEstimatorMixin.ate_inference()
StatsModelsCateEstimatorMixin.ate_interval()
StatsModelsCateEstimatorMixin.cate_feature_names()
StatsModelsCateEstimatorMixin.cate_output_names()
StatsModelsCateEstimatorMixin.cate_treatment_names()
StatsModelsCateEstimatorMixin.coef__inference()
StatsModelsCateEstimatorMixin.coef__interval()
StatsModelsCateEstimatorMixin.effect()
StatsModelsCateEstimatorMixin.effect_inference()
StatsModelsCateEstimatorMixin.effect_interval()
StatsModelsCateEstimatorMixin.fit()
StatsModelsCateEstimatorMixin.intercept__inference()
StatsModelsCateEstimatorMixin.intercept__interval()
StatsModelsCateEstimatorMixin.marginal_ate()
StatsModelsCateEstimatorMixin.marginal_ate_inference()
StatsModelsCateEstimatorMixin.marginal_ate_interval()
StatsModelsCateEstimatorMixin.marginal_effect()
StatsModelsCateEstimatorMixin.marginal_effect_inference()
StatsModelsCateEstimatorMixin.marginal_effect_interval()
StatsModelsCateEstimatorMixin.shap_values()
StatsModelsCateEstimatorMixin.summary()
StatsModelsCateEstimatorMixin.coef_
StatsModelsCateEstimatorMixin.dowhy
StatsModelsCateEstimatorMixin.intercept_
TreatmentExpansionMixin
TreatmentExpansionMixin.ate()
TreatmentExpansionMixin.ate_inference()
TreatmentExpansionMixin.ate_interval()
TreatmentExpansionMixin.cate_feature_names()
TreatmentExpansionMixin.cate_output_names()
TreatmentExpansionMixin.cate_treatment_names()
TreatmentExpansionMixin.effect()
TreatmentExpansionMixin.effect_inference()
TreatmentExpansionMixin.effect_interval()
TreatmentExpansionMixin.fit()
TreatmentExpansionMixin.marginal_ate()
TreatmentExpansionMixin.marginal_ate_inference()
TreatmentExpansionMixin.marginal_ate_interval()
TreatmentExpansionMixin.marginal_effect()
TreatmentExpansionMixin.marginal_effect_inference()
TreatmentExpansionMixin.marginal_effect_interval()
TreatmentExpansionMixin.dowhy
- econml.dml._rlearner
_RLearner
_RLearner.models_y
_RLearner.models_t
_RLearner.rlearner_model_final_
_RLearner.score_
_RLearner.nuisance_scores_y
_RLearner.nuisance_scores_t
_RLearner.ate()
_RLearner.ate_inference()
_RLearner.ate_interval()
_RLearner.cate_feature_names()
_RLearner.cate_output_names()
_RLearner.cate_treatment_names()
_RLearner.const_marginal_ate()
_RLearner.const_marginal_ate_inference()
_RLearner.const_marginal_ate_interval()
_RLearner.const_marginal_effect()
_RLearner.const_marginal_effect_inference()
_RLearner.const_marginal_effect_interval()
_RLearner.effect()
_RLearner.effect_inference()
_RLearner.effect_interval()
_RLearner.fit()
_RLearner.marginal_ate()
_RLearner.marginal_ate_inference()
_RLearner.marginal_ate_interval()
_RLearner.marginal_effect()
_RLearner.marginal_effect_inference()
_RLearner.marginal_effect_interval()
_RLearner.refit_final()
_RLearner.score()
_RLearner.score_nuisances()
_RLearner.shap_values()
_RLearner.dowhy
_RLearner.residuals_
- econml.inference._bootstrap
- econml._ortho_learner