Does Data Preprocessing Affect Tree-Based Super Learners? An Investigation of Ensemble Optimization and Oracle Properties in Clinical Classification.

Machine learning workflows frequently incorporate data preprocessing to enhance predictive performance. However, the need for Super Learner ensembles made up only of preprocessing-invariant tree-based algorithms remains unexplored. Using three benchmark clinical classification datasets, this study e