Uncertainty Quantification in Pairwise Difference Learning for Classification

Mohamed Karim Belaid, Maximilian Rabus, Eyke Hüllermeier

Instead of learning a mapping from instances to outcomes in the standard way, the key idea of pairwise difference learning (PDL) is to learn a function that takes two instances as…