we can make use of the probability in ada-boost. Therefore, ada-boost was modified at several places to work better with classifiers with CF. For example, the amount of update in probability of training examples is calculated from the difference in probability of the prediction, giving a more graded effect than just correct or incorrect predictions (Elkan, 1997).