Cautious classifier ensembles for set-valued decision-making

Haifei Zhang, Benjamin Quost, Marie-Hélène Masson

Abstract: Highlights•Averaging and voting in ensemble learning generalized for cautious classification.•Efficient cautious decision-making strategy by maximizing the lower expected utility.•Great trade-off between prediction accuracy and imprecision under high uncertainty.