Package index

Differential Variance Inference

cmldiffvar()

Causal Machine Learning for Differential Variance

unadjdiffvar()

Unadjusted Differential Variance Inference

Nuisance Parameter Estimators

SL.earth.gamma.log()

SuperLearner wrapper for Multivariate Adaptive Regression Splines

SL.gam.gamma.log()

SuperLearner wrapper for GAM with Gamma family and log link

SL.glm.gamma.identity()

SuperLearner wrapper for GLM with Gamma family and identity link

SL.glm.gamma.log()

SuperLearner wrapper for GLM with Gamma family and log link

SL.nnet.torch.softplus()

SuperLearner wrapper for neural network using torch

predict(<SL.torch>)

Prediction method wrapper for base learners of class SL.torch

SL.xgboost.bounded()

SuperLearner wrapper of SL.xgboost that ensures positive predictions

Toy Datasets

multiple_confounders_toy_population_tbl

Toy Population Data with multiple confounders

toy_population_tbl

Toy Population Data