class BaseXLearner[source]

BaseXLearner(learner=None, control_outcome_learner=None, treatment_outcome_learner=None, control_effect_learner=None, treatment_effect_learner=None, ate_alpha=0.05, control_name=0) :: BaseLearner

A parent class for X-learner regressor classes.

An X-learner estimates treatment effects with four machine learning models.

Details of X-learner are available at Kunzel et al. (2018) (https://arxiv.org/abs/1706.03461).

class BaseXRegressor[source]

BaseXRegressor(learner=None, control_outcome_learner=None, treatment_outcome_learner=None, control_effect_learner=None, treatment_effect_learner=None, ate_alpha=0.05, control_name=0) :: BaseXLearner

A parent class for X-learner regressor classes.

class BaseXClassifier[source]

BaseXClassifier(outcome_learner=None, effect_learner=None, control_outcome_learner=None, treatment_outcome_learner=None, control_effect_learner=None, treatment_effect_learner=None, ate_alpha=0.05, control_name=0) :: BaseXLearner

A parent class for X-learner classifier classes.