pre is an R package for deriving prediction rule ensembles for binary, multinomial, (multivariate) continuous, count and survival responses. Input variables may be numeric, ordinal and categorical. An extensive description of the implementation and functionality is provided in Fokkema (2020). The package largely implements the algorithm for deriving prediction rule ensembles as described in Friedm