Index

B

BaseCausalForest (class in pycausal_explorer.forests._causal_forests)

BaseTLearner (class in pycausal_explorer.meta._tlearner)

C

CausalForestClassifier (class in pycausal_explorer.forests._causal_forests) CausalForestRegressor (class in pycausal_explorer.forests._causal_forests) CausalKNNBaseModel (class in pycausal_explorer.nearest_neighbors._k_nearest_neighbors) CausalKNNClassifier (class in pycausal_explorer.nearest_neighbors._k_nearest_neighbors)

CausalKNNRegressor (class in pycausal_explorer.nearest_neighbors._k_nearest_neighbors) CausalLinearRegression (class in pycausal_explorer.linear._linear_models) CausalLogisticRegression (class in pycausal_explorer.linear._linear_models) create_synthetic_data() (in module pycausal_explorer.datasets.synthetic)

D

DoubleMLBinaryTreatment (class in pycausal_explorer.meta._doubleML)

DoubleMLLinear (class in pycausal_explorer.meta._doubleML)

F

fit() (pycausal_explorer.forests._causal_forests.CausalForestClassifier method) (pycausal_explorer.forests._causal_forests.CausalForestRegressor method) (pycausal_explorer.linear._linear_models.CausalLinearRegression method) (pycausal_explorer.linear._linear_models.CausalLogisticRegression method) (pycausal_explorer.meta._doubleML.DoubleMLBinaryTreatment method) (pycausal_explorer.meta._doubleML.DoubleMLLinear method) (pycausal_explorer.meta._single_learner.SingleLearnerBase method) (pycausal_explorer.meta._tlearner.BaseTLearner method) (pycausal_explorer.meta._xlearner.XLearner method) (pycausal_explorer.nearest_neighbors._k_nearest_neighbors.CausalKNNBaseModel method) (pycausal_explorer.reweight._iptw.IPTW method)

I

IPTW (class in pycausal_explorer.reweight._iptw)

M

module pycausal_explorer.datasets.ihdp_simulated_outcomes pycausal_explorer.datasets.lalonde_nsw_jobs pycausal_explorer.datasets.synthetic pycausal_explorer.forests._causal_forests pycausal_explorer.linear._linear_models pycausal_explorer.meta._doubleML pycausal_explorer.meta._single_learner pycausal_explorer.meta._tlearner pycausal_explorer.meta._xlearner pycausal_explorer.nearest_neighbors._k_nearest_neighbors pycausal_explorer.reweight._iptw pycausal_explorer.reweight._propensity_score

P

predict_ate() (pycausal_explorer.reweight._iptw.IPTW method) predict_ite() (pycausal_explorer.forests._causal_forests.CausalForestClassifier method) (pycausal_explorer.forests._causal_forests.CausalForestRegressor method) (pycausal_explorer.linear._linear_models.CausalLinearRegression method) (pycausal_explorer.linear._linear_models.CausalLogisticRegression method) (pycausal_explorer.meta._doubleML.DoubleMLBinaryTreatment method) (pycausal_explorer.meta._doubleML.DoubleMLLinear method) (pycausal_explorer.meta._single_learner.SingleLearnerClassifier method) (pycausal_explorer.meta._single_learner.SingleLearnerRegressor method) (pycausal_explorer.meta._tlearner.TLearnerLogistic method) (pycausal_explorer.meta._tlearner.TLearnerRegressor method) (pycausal_explorer.meta._xlearner.XLearner method) (pycausal_explorer.nearest_neighbors._k_nearest_neighbors.CausalKNNBaseModel method) (pycausal_explorer.nearest_neighbors._k_nearest_neighbors.CausalKNNClassifier method) (pycausal_explorer.reweight._iptw.IPTW method) PropensityScore (class in pycausal_explorer.reweight._propensity_score) pycausal_explorer.datasets.ihdp_simulated_outcomes module pycausal_explorer.datasets.lalonde_nsw_jobs module

pycausal_explorer.datasets.synthetic module pycausal_explorer.forests._causal_forests module pycausal_explorer.linear._linear_models module pycausal_explorer.meta._doubleML module pycausal_explorer.meta._single_learner module pycausal_explorer.meta._tlearner module pycausal_explorer.meta._xlearner module pycausal_explorer.nearest_neighbors._k_nearest_neighbors module pycausal_explorer.reweight._iptw module pycausal_explorer.reweight._propensity_score module

S

SingleLearnerBase (class in pycausal_explorer.meta._single_learner)

SingleLearnerClassifier (class in pycausal_explorer.meta._single_learner) SingleLearnerRegressor (class in pycausal_explorer.meta._single_learner)

T

TLearnerLogistic (class in pycausal_explorer.meta._tlearner)

TLearnerRegressor (class in pycausal_explorer.meta._tlearner)

X

XLearner (class in pycausal_explorer.meta._xlearner)