Super Learner

Details for super learner and associated candidate estimators within zEpid.

Super Learners

SuperLearner(estimators, estimator_labels[, …]) SuperLearner is an implementation of the super learner algorithm, which is a generalized stacking algorithm.

Candidate Estimators

EmpiricalMeanSL() Empirical mean estimator in the format of SciKit learn.
GLMSL(family[, verbose]) Generalized Linear Model for use with SuperLearner.
StepwiseSL(family[, selection, …]) Step-wise model selection for Generalized Linear Model selection for use with SuperLearner.