Index

_

__init__() (econml.cate_interpreter.SingleTreeCateInterpreter method) (econml.cate_interpreter.SingleTreePolicyInterpreter method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dowhy.DoWhyWrapper method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.LinearMomentGRFCriterion method) (econml.grf.LinearMomentGRFCriterionMSE method) (econml.grf.MultiOutputGRF method) (econml.grf.RegressionForest method) (econml.inference.BootstrapInference method) (econml.inference.EmpiricalInferenceResults method) (econml.inference.GenericModelFinalInference method) (econml.inference.GenericModelFinalInferenceDiscrete method) (econml.inference.GenericSingleTreatmentModelFinalInference method) (econml.inference.LinearModelFinalInference method) (econml.inference.LinearModelFinalInferenceDiscrete method) (econml.inference.NormalInferenceResults method) (econml.inference.PopulationSummaryResults method) (econml.inference.StatsModelsInference method) (econml.inference.StatsModelsInferenceDiscrete method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.DPolynomialFeatures method) (econml.iv.sieve.HermiteFeatures method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) (econml.score.EnsembleCateEstimator method) (econml.score.RScorer method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.SelectiveRegularization method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) (econml.sklearn_extensions.linear_model.WeightedLasso method) (econml.sklearn_extensions.linear_model.WeightedLassoCV method) (econml.sklearn_extensions.linear_model.WeightedLassoCVWrapper method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV method) (econml.sklearn_extensions.model_selection.GridSearchCVList method) (econml.sklearn_extensions.model_selection.WeightedKFold method) (econml.sklearn_extensions.model_selection.WeightedStratifiedKFold method)

_crossfit() (in module econml._ortho_learner) _OrthoLearner (class in econml._ortho_learner) _RLearner (class in econml.dml._rlearner)

A

add_extra_txt() (econml.utilities.Summary method) add_intercept() (in module econml.utilities) always_treat_value_ (econml.cate_interpreter.SingleTreePolicyInterpreter attribute) (econml.policy.PolicyTree attribute) apply() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) as_csv() (econml.utilities.Summary method) as_html() (econml.utilities.Summary method) as_latex() (econml.utilities.Summary method) as_text() (econml.utilities.Summary method) ate() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) ate_ (econml.dml.CausalForestDML attribute) ate__inference() (econml.dml.CausalForestDML method) ate_inference() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method)

ate_interval() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) ate_stderr_ (econml.dml.CausalForestDML attribute) att_() (econml.dml.CausalForestDML method) att__inference() (econml.dml.CausalForestDML method) att_stderr_() (econml.dml.CausalForestDML method)

B

BaseCateEstimator (class in econml._cate_estimator) BaseGRF (class in econml.grf._base_grf) best_model() (econml.score.RScorer method)

bias_part_of_coef (econml._cate_estimator.LinearModelFinalCateEstimatorMixin attribute) BootstrapEstimator (class in econml.inference._bootstrap) BootstrapInference (class in econml.inference) broadcast_unit_treatments() (in module econml.utilities)

C

CachedValues (class in econml._ortho_learner) Can set W cate_feature_names() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) cate_output_names() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) cate_treatment_names() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) CausalForest (class in econml.grf) CausalForestDML (class in econml.dml) CausalIVForest (class in econml.grf) CAUTION check_input_arrays() (in module econml.utilities) check_inputs() (in module econml.utilities) check_models() (in module econml.utilities) coef_ (econml.sklearn_extensions.linear_model.DebiasedLasso attribute) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso attribute) (econml.sklearn_extensions.linear_model.SelectiveRegularization attribute) (econml.sklearn_extensions.linear_model.WeightedLasso attribute) coef_() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin property) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin property) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin property) (econml.dml.DML property) (econml.dml.LinearDML property) (econml.dml.SparseLinearDML property) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression property) (econml.sklearn_extensions.linear_model.StatsModelsRLM property) coef__inference() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.SparseLinearDML method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) coef__interval() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.SparseLinearDML method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method)

coef_stderr_ (econml.sklearn_extensions.linear_model.DebiasedLasso attribute) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso attribute) coef_stderr_() (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression property) (econml.sklearn_extensions.linear_model.StatsModelsRLM property) COMPLIANCE concatenate() (in module econml.utilities) conf_int() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method) conf_int_mean() (econml.inference.PopulationSummaryResults method) conf_int_point() (econml.inference.PopulationSummaryResults method) CONFIDENCE INTERVALS/MODEL SELECTION const_marginal_ate() (econml._cate_estimator.LinearCateEstimator method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) const_marginal_ate_inference() (econml._cate_estimator.LinearCateEstimator method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) const_marginal_ate_interval() (econml._cate_estimator.LinearCateEstimator method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) const_marginal_effect() (econml._cate_estimator.LinearCateEstimator method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.score.EnsembleCateEstimator method) const_marginal_effect_inference() (econml._cate_estimator.LinearCateEstimator method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) const_marginal_effect_interval() (econml._cate_estimator.LinearCateEstimator method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) count() (econml._ortho_learner.CachedValues method) cross_product() (in module econml.utilities)

D

DebiasedLasso (class in econml.sklearn_extensions.linear_model) DebiasedLassoCateEstimatorDiscreteMixin (class in econml._cate_estimator) DebiasedLassoCateEstimatorMixin (class in econml._cate_estimator) decision_path() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) DeepIV (class in econml.iv.nnet) deprecated() (in module econml.utilities) DML (class in econml.dml) DMLATEIV (class in econml.iv.dml) DMLIV (class in econml.iv.dml) DMLOrthoForest (class in econml.orf) DomainAdaptationLearner (class in econml.metalearners) dowhy() (econml._cate_estimator.BaseCateEstimator property) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin property) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin property) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin property) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin property) (econml._cate_estimator.LinearCateEstimator property) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin property) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin property) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin property) (econml._cate_estimator.StatsModelsCateEstimatorMixin property) (econml._cate_estimator.TreatmentExpansionMixin property) (econml._ortho_learner._OrthoLearner property) (econml.dml._rlearner._RLearner property) (econml.dml.CausalForestDML property) (econml.dml.DML property) (econml.dml.LinearDML property) (econml.dml.NonParamDML property) (econml.dml.SparseLinearDML property) (econml.dr.DRLearner property) (econml.dr.ForestDRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property) (econml.iv.dml.DMLATEIV property) (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) (econml.iv.dml.ProjectedDMLATEIV property) (econml.iv.dr.IntentToTreatDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.nnet.DeepIV property) (econml.iv.sieve.SieveTSLS property) (econml.metalearners.DomainAdaptationLearner property) (econml.metalearners.SLearner property) (econml.metalearners.TLearner property) (econml.metalearners.XLearner property) (econml.orf.DMLOrthoForest property) (econml.orf.DROrthoForest property)

DoWhyWrapper (class in econml.dowhy) DPolynomialFeatures (class in econml.iv.sieve) DRLearner (class in econml.dr) DROrthoForest (class in econml.orf) DRPolicyForest (class in econml.policy) DRPolicyTree (class in econml.policy)

E

econml._cate_estimator module econml._ortho_learner module econml.dml._rlearner module econml.inference._bootstrap module econml.utilities module effect() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.score.EnsembleCateEstimator method) effect_inference() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method)

effect_interval() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) einsum_sparse() (in module econml.utilities) EmpiricalInferenceResults (class in econml.inference) ensemble() (econml.score.RScorer method) EnsembleCateEstimator (class in econml.score) estimators_ (econml.grf.CausalForest attribute) (econml.grf.CausalIVForest attribute) (econml.grf.RegressionForest attribute) EXPERIMENT export_graphviz() (econml.cate_interpreter.SingleTreeCateInterpreter method) (econml.cate_interpreter.SingleTreePolicyInterpreter method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyTree method) extra_txt (econml.utilities.Summary attribute)

F

feature_importances() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) feature_importances_ (econml.dml.CausalForestDML attribute) (econml.grf._base_grftree.GRFTree attribute) (econml.grf.CausalForest attribute) (econml.grf.CausalIVForest attribute) (econml.grf.RegressionForest attribute) (econml.policy.PolicyForest attribute) (econml.policy.PolicyTree attribute) featurizer_() (econml.dr.DRLearner property) (econml.dr.ForestDRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property) filter_none_kwargs() (in module econml.utilities) fit() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dowhy.DoWhyWrapper method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.inference._bootstrap.BootstrapEstimator method) (econml.inference.BootstrapInference method) (econml.inference.GenericModelFinalInference method) (econml.inference.GenericModelFinalInferenceDiscrete method) (econml.inference.GenericSingleTreatmentModelFinalInference method) (econml.inference.LinearModelFinalInference method) (econml.inference.LinearModelFinalInferenceDiscrete method) (econml.inference.StatsModelsInference method) (econml.inference.StatsModelsInferenceDiscrete method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.DPolynomialFeatures method) (econml.iv.sieve.HermiteFeatures method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) (econml.score.RScorer method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.SelectiveRegularization method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) (econml.sklearn_extensions.linear_model.WeightedLasso method) (econml.sklearn_extensions.linear_model.WeightedLassoCV method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV method) (econml.utilities.IdentityFeatures method) (econml.utilities.MultiModelWrapper method) (econml.utilities.WeightedModelWrapper method)

fit_transform() (econml.iv.sieve.DPolynomialFeatures method) (econml.iv.sieve.HermiteFeatures method) (econml.utilities.IdentityFeatures method) fit_with_groups() (in module econml.utilities) ForestDRLearner (class in econml.dr) ForestModelFinalCateEstimatorDiscreteMixin (class in econml._cate_estimator) ForestModelFinalCateEstimatorMixin (class in econml._cate_estimator) freq_weight() (econml._ortho_learner.CachedValues property)

G

GenericModelFinalInference (class in econml.inference) GenericModelFinalInferenceDiscrete (class in econml.inference) GenericSingleTreatmentModelFinalInference (class in econml.inference) get_depth() (econml.grf._base_grftree.GRFTree method) (econml.policy.PolicyTree method) get_input_columns() (in module econml.utilities) get_n_leaves() (econml.grf._base_grftree.GRFTree method) (econml.policy.PolicyTree method) get_params() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.MultiOutputGRF method) (econml.grf.RegressionForest method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) (econml.sklearn_extensions.linear_model.WeightedLasso method) (econml.sklearn_extensions.linear_model.WeightedLassoCV method) (econml.sklearn_extensions.linear_model.WeightedLassoCVWrapper method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV method) (econml.sklearn_extensions.model_selection.GridSearchCVList method)

get_subsample_inds() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.policy.PolicyForest method) get_train_test_split_inds() (econml.grf._base_grftree.GRFTree method) (econml.policy.PolicyTree method) GRFTree (class in econml.grf._base_grftree) GridSearchCVList (class in econml.sklearn_extensions.model_selection) groups() (econml._ortho_learner.CachedValues property)

H

HermiteFeatures (class in econml.iv.sieve) honest_ (econml.grf._base_grftree.GRFTree attribute) (econml.policy.PolicyTree attribute)

hstack() (in module econml.utilities)

I

IdentityFeatures (class in econml.utilities) index() (econml._ortho_learner.CachedValues method) init() (econml.grf._base_grftree.GRFTree method) INSTRUMENT IntentToTreatDRIV (class in econml.iv.dr) intercept_ (econml.sklearn_extensions.linear_model.DebiasedLasso attribute) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso attribute) (econml.sklearn_extensions.linear_model.SelectiveRegularization attribute) (econml.sklearn_extensions.linear_model.WeightedLasso attribute) intercept_() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin property) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin property) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin property) (econml.dml.DML property) (econml.dml.LinearDML property) (econml.dml.SparseLinearDML property) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression property) (econml.sklearn_extensions.linear_model.StatsModelsRLM property) intercept__inference() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.SparseLinearDML method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLIV method) (econml.iv.dr.LinearIntentToTreatDRIV method)

intercept__interval() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.SparseLinearDML method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) intercept_stderr_ (econml.sklearn_extensions.linear_model.DebiasedLasso attribute) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso attribute) intercept_stderr_() (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression property) (econml.sklearn_extensions.linear_model.StatsModelsRLM property) interpret() (econml.cate_interpreter.SingleTreeCateInterpreter method) (econml.cate_interpreter.SingleTreePolicyInterpreter method) inverse_onehot() (in module econml.utilities) iscoo() (in module econml.utilities) issparse() (in module econml.utilities)

L

LassoCVWrapper (class in econml.utilities) LINEAR HETEROGENEITY LINEAR TREATMENT EFFECTS LinearCateEstimator (class in econml._cate_estimator) LinearDML (class in econml.dml) LinearDRLearner (class in econml.dr)

LinearIntentToTreatDRIV (class in econml.iv.dr) LinearModelFinalCateEstimatorDiscreteMixin (class in econml._cate_estimator) LinearModelFinalCateEstimatorMixin (class in econml._cate_estimator) LinearModelFinalInference (class in econml.inference) LinearModelFinalInferenceDiscrete (class in econml.inference) LinearMomentGRFCriterion (class in econml.grf) LinearMomentGRFCriterionMSE (class in econml.grf)

M

marginal_ate() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) marginal_ate_inference() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) marginal_ate_interval() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) marginal_effect() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.score.EnsembleCateEstimator method)

marginal_effect_inference() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) marginal_effect_interval() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) max_features_ (econml.grf._base_grftree.GRFTree attribute) (econml.policy.PolicyTree attribute) mean_point() (econml.inference.PopulationSummaryResults property) MissingModule (class in econml.utilities) model_cate() (econml.dml.CausalForestDML property) (econml.dml.DML property) (econml.dml.LinearDML property) (econml.dml.NonParamDML property) (econml.dml.SparseLinearDML property) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) models_nuisance_ (econml._ortho_learner._OrthoLearner attribute) models_propensity() (econml.dr.DRLearner property) (econml.dr.ForestDRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property) models_regression() (econml.dr.DRLearner property) (econml.dr.ForestDRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property) models_t (econml.dml._rlearner._RLearner attribute) models_t() (econml.dml.CausalForestDML property) (econml.dml.DML property) (econml.dml.LinearDML property) (econml.dml.NonParamDML property) (econml.dml.SparseLinearDML property) models_T_X() (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) models_T_XZ() (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) models_y (econml.dml._rlearner._RLearner attribute) models_y() (econml.dml.CausalForestDML property) (econml.dml.DML property) (econml.dml.LinearDML property) (econml.dml.NonParamDML property) (econml.dml.SparseLinearDML property) models_Y_X() (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) module econml._cate_estimator econml._ortho_learner econml.dml._rlearner econml.inference._bootstrap econml.utilities moment_and_mean_gradient_estimator_func() (econml.orf.DROrthoForest static method) MultiModelWrapper (class in econml.utilities) MultiOutputDebiasedLasso (class in econml.sklearn_extensions.linear_model) MultiOutputGRF (class in econml.grf) multitask_model_cate() (econml.dr.DRLearner property) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property)

N

n_features_ (econml.grf._base_grftree.GRFTree attribute) (econml.policy.PolicyTree attribute) n_iter_ (econml.sklearn_extensions.linear_model.DebiasedLasso attribute) (econml.sklearn_extensions.linear_model.WeightedLasso attribute) n_outputs_ (econml.grf._base_grftree.GRFTree attribute) n_relevant_outputs_ (econml.grf._base_grftree.GRFTree attribute) n_samples_ (econml.grf._base_grftree.GRFTree attribute) (econml.policy.PolicyTree attribute) n_y_ (econml.grf._base_grftree.GRFTree attribute) ndim() (in module econml.utilities) NonParamDML (class in econml.dml) NonParamDMLIV (class in econml.iv.dml) NormalInferenceResults (class in econml.inference) nuisance_estimator_generator() (econml.orf.DROrthoForest static method) nuisance_scores_ (econml._ortho_learner._OrthoLearner attribute) nuisance_scores_propensity() (econml.dr.DRLearner property) (econml.dr.ForestDRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property)

nuisance_scores_regression() (econml.dr.DRLearner property) (econml.dr.ForestDRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property) nuisance_scores_t (econml.dml._rlearner._RLearner attribute) nuisance_scores_T_X() (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) nuisance_scores_T_XZ() (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) nuisance_scores_y (econml.dml._rlearner._RLearner attribute) nuisance_scores_Y_X() (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) nuisances() (econml._ortho_learner.CachedValues property)

O

oob_predict() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method)

ortho_learner_model_final_ (econml._ortho_learner._OrthoLearner attribute)

P

parameter_estimator_func() (econml.orf.DROrthoForest static method) partial_fit() (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) path() (econml.sklearn_extensions.linear_model.DebiasedLasso static method) (econml.sklearn_extensions.linear_model.WeightedLasso static method) (econml.sklearn_extensions.linear_model.WeightedLassoCV static method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV static method) penalized_model (econml.sklearn_extensions.linear_model.SelectiveRegularization attribute) percentile_point() (econml.inference.PopulationSummaryResults method) plot() (econml.cate_interpreter.SingleTreeCateInterpreter method) (econml.cate_interpreter.SingleTreePolicyInterpreter method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyTree method) point_estimate() (econml.inference.EmpiricalInferenceResults property) (econml.inference.NormalInferenceResults property) policy_feature_names() (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) policy_model_() (econml.policy.DRPolicyForest property) (econml.policy.DRPolicyTree property) policy_treatment_names() (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) policy_value_ (econml.cate_interpreter.SingleTreePolicyInterpreter attribute) (econml.policy.PolicyTree attribute) PolicyForest (class in econml.policy) PolicyTree (class in econml.policy) population_summary() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method) PopulationSummaryResults (class in econml.inference) predict() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.iv.nnet.DeepIV method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.SelectiveRegularization method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) (econml.sklearn_extensions.linear_model.WeightedLasso method) (econml.sklearn_extensions.linear_model.WeightedLassoCV method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV method) (econml.utilities.MultiModelWrapper method) (econml.utilities.WeightedModelWrapper method) predict_alpha_and_jac() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_and_var() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_full() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_interval() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method)

predict_moment() (econml.grf._base_grftree.GRFTree method) predict_moment_and_var() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_proba() (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) predict_projection() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_projection_and_var() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_projection_var() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_tree_average() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_tree_average_full() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_value() (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) predict_var() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) prediction_stderr() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) prefit() (econml.inference.BootstrapInference method) (econml.inference.GenericModelFinalInference method) (econml.inference.GenericModelFinalInferenceDiscrete method) (econml.inference.GenericSingleTreatmentModelFinalInference method) (econml.inference.LinearModelFinalInference method) (econml.inference.LinearModelFinalInferenceDiscrete method) (econml.inference.StatsModelsInference method) (econml.inference.StatsModelsInferenceDiscrete method) ProjectedDMLATEIV (class in econml.iv.dml) pvalue() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method) (econml.inference.PopulationSummaryResults method)

R

refit_final() (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) refute_estimate() (econml.dowhy.DoWhyWrapper method)

RegressionForest (class in econml.grf) render() (econml.cate_interpreter.SingleTreeCateInterpreter method) (econml.cate_interpreter.SingleTreePolicyInterpreter method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyTree method) reshape() (in module econml.utilities) reshape_arrays_2dim() (in module econml.utilities) reshape_treatmentwise_effects() (in module econml.utilities) reshape_Y_T() (in module econml.utilities) residuals_() (econml.dml._rlearner._RLearner property) (econml.dml.CausalForestDML property) (econml.dml.DML property) (econml.dml.LinearDML property) (econml.dml.NonParamDML property) (econml.dml.SparseLinearDML property) rlearner_model_final_ (econml.dml._rlearner._RLearner attribute) RScorer (class in econml.score)

S

sample_var() (econml._ortho_learner.CachedValues property) sample_weight() (econml._ortho_learner.CachedValues property) scale() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method) score() (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.score.RScorer method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.SelectiveRegularization method) (econml.sklearn_extensions.linear_model.WeightedLasso method) (econml.sklearn_extensions.linear_model.WeightedLassoCV method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV method) score_ (econml._ortho_learner._OrthoLearner attribute) (econml.dml._rlearner._RLearner attribute) (econml.dr.DRLearner attribute) (econml.dr.LinearDRLearner attribute) (econml.dr.SparseLinearDRLearner attribute) second_stage_parameter_estimator_gen() (econml.orf.DROrthoForest static method) selected_alpha_ (econml.sklearn_extensions.linear_model.DebiasedLasso attribute) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso attribute) SelectiveRegularization (class in econml.sklearn_extensions.linear_model) SeparateModel (class in econml.utilities) Set Z to intended treatment set_params() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.MultiOutputGRF method) (econml.grf.RegressionForest method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) (econml.sklearn_extensions.linear_model.WeightedLasso method) (econml.sklearn_extensions.linear_model.WeightedLassoCV method) (econml.sklearn_extensions.linear_model.WeightedLassoCVWrapper method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV method) (econml.sklearn_extensions.model_selection.GridSearchCVList method) shap_values() (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLATEIV method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.ProjectedDMLATEIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method)

shape() (in module econml.utilities) SieveTSLS (class in econml.iv.sieve) SingleTreeCateInterpreter (class in econml.cate_interpreter) SingleTreePolicyInterpreter (class in econml.cate_interpreter) size() (in module econml.utilities) SLearner (class in econml.metalearners) sparse_coef_() (econml.sklearn_extensions.linear_model.DebiasedLasso property) (econml.sklearn_extensions.linear_model.WeightedLasso property) SparseLinearDML (class in econml.dml) SparseLinearDRLearner (class in econml.dr) split() (econml.sklearn_extensions.model_selection.WeightedKFold method) (econml.sklearn_extensions.model_selection.WeightedStratifiedKFold method) stack() (in module econml.utilities) StatsModelsCateEstimatorDiscreteMixin (class in econml._cate_estimator) StatsModelsCateEstimatorMixin (class in econml._cate_estimator) StatsModelsInference (class in econml.inference) StatsModelsInferenceDiscrete (class in econml.inference) StatsModelsLinearRegression (class in econml.sklearn_extensions.linear_model) StatsModelsRLM (class in econml.sklearn_extensions.linear_model) std_point() (econml.inference.PopulationSummaryResults property) stderr() (econml.inference.EmpiricalInferenceResults property) (econml.inference.NormalInferenceResults property) stderr_mean() (econml.inference.PopulationSummaryResults property) stderr_point() (econml.inference.PopulationSummaryResults property) Summary (class in econml.utilities) summary() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.LinearDML method) (econml.dml.SparseLinearDML method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.inference.PopulationSummaryResults method) (econml.iv.dml.DMLIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) summary_frame() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method)

T

T() (econml._ortho_learner.CachedValues property) tables (econml.utilities.Summary attribute) tensordot() (in module econml.utilities) TLearner (class in econml.metalearners) tocoo() (in module econml.utilities) todense() (in module econml.utilities) transform() (econml.iv.sieve.DPolynomialFeatures method) (econml.iv.sieve.HermiteFeatures method) (econml.utilities.IdentityFeatures method) translate() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method)

transpose() (in module econml.utilities) transpose_dictionary() (in module econml.utilities) treat() (econml.cate_interpreter.SingleTreePolicyInterpreter method) TREATMENT ASSIGNMENT TREATMENT RESPONSIVENESS TreatmentExpansionMixin (class in econml._cate_estimator) tree_ (econml.grf._base_grftree.GRFTree attribute) (econml.policy.PolicyTree attribute) tree_model_ (econml.cate_interpreter.SingleTreePolicyInterpreter attribute) tune() (econml.dml.CausalForestDML method)

V

var() (econml.inference.EmpiricalInferenceResults property) (econml.inference.NormalInferenceResults property)

vstack() (in module econml.utilities)

W

W() (econml._ortho_learner.CachedValues property) WeightedKFold (class in econml.sklearn_extensions.model_selection) WeightedLasso (class in econml.sklearn_extensions.linear_model) WeightedLassoCV (class in econml.sklearn_extensions.linear_model)

WeightedLassoCVWrapper (class in econml.sklearn_extensions.linear_model) WeightedModelWrapper (class in econml.utilities) WeightedMultiTaskLassoCV (class in econml.sklearn_extensions.linear_model) WeightedStratifiedKFold (class in econml.sklearn_extensions.model_selection)

X

X() (econml._ortho_learner.CachedValues property)

XLearner (class in econml.metalearners)

Y

Y() (econml._ortho_learner.CachedValues property)

Z

Z() (econml._ortho_learner.CachedValues property) zstat() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method) (econml.inference.PopulationSummaryResults method)