Double Machine Learning in R


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Documentation for package ‘DoubleML’ version 0.5.1

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DoubleML Abstract class DoubleML
DoubleMLClusterData Double machine learning data-backend for data with cluster variables
DoubleMLData Double machine learning data-backend
DoubleMLIIVM Double machine learning for interactive IV regression models
DoubleMLIRM Double machine learning for interactive regression models
DoubleMLPLIV Double machine learning for partially linear IV regression models
DoubleMLPLR Double machine learning for partially linear regression models
double_ml_data_from_data_frame Wrapper for Double machine learning data-backend initialization from data.frame.
double_ml_data_from_matrix Wrapper for Double machine learning data-backend initialization from matrix.
fetch_401k Data set on financial wealth and 401(k) plan participation.
fetch_bonus Data set on the Pennsylvania Reemployment Bonus experiment.
make_iivm_data Generates data from a interactive IV regression (IIVM) model.
make_irm_data Generates data from a interactive regression (IRM) model.
make_pliv_CHS2015 Generates data from a partially linear IV regression model used in Chernozhukov, Hansen and Spindler (2015).
make_pliv_multiway_cluster_CKMS2021 Generates data from a partially linear IV regression model with multiway cluster sample used in Chiang et al. (2021).
make_plr_CCDDHNR2018 Generates data from a partially linear regression model used in Chernozhukov et al. (2018)
make_plr_turrell2018 Generates data from a partially linear regression model used in a blog article by Turrell (2018).