Conformal Prediction and Venn Predictors

摘要: • Many classifiers are able to output not only the predicted class label, but also a probability distribution over the possible classes.• Naturally, all probabilistic prediction requires that the probability estimates are well-calibrated, ie, the predicted class probabilities must reflect the true, underlying probabilities.