Generalised bottom-up pruning: A model level combination of decision trees

► Bottom-up pruning is extended to multiple tree context. ► Suitable pruning criteria are proposed. ► Method is tested on a number of UCI datasets. ► Method produces single trees with good performance/compactness. ► Applied to a churn prediction problem, interpretable trees were produced.