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. Author manuscript; available in PMC: 2018 Jul 23.
Published in final edited form as: Int J Biostat. 2016 May 1;12(1):305–332. doi: 10.1515/ijb-2015-0052

Table 1.

Candidate estimators used to estimate Q¯2,0. See the SuperLearner package documentation for more details (Polley vanderLaan12). SL.earth only used for V = (W1,…,W4).

Loss function Method R function
Squared error Bayesian GLM SL.bayesglm
Generalized additive model SL.gam
Generalized linear model SL.glm
Generalized linear model, interactions SL.glm.interaction
Multivariate adaptive regression splines SL.earth
Sample mean SL.mean
Neural network SL.nnet
Stepwise regression SL.step
Forward stepwise regression SL.step.forward
Stepwise regression, interactions SL.step.interaction
Weighted log Generalized additive model SL.gam
Generalized linear model SL.glm
Generalized linear model, interactions SL.glm.interaction
Neural network SL.nnet
Recursive partitioning SL.rpart