Prediction, classification and the assessment of variable importance are fundamental tasks in psychological research. A wide range of classical statistical methods – including linear and logistic regression as the most popular representatives of standard parametric models – is available to address these tasks. However, in certain situations these classical methods can be subject to severe limitations.
