Fig. 3

CatBoost implementation process. In the figure X_train_t ,Y train_t is the training set, X_test, Y _test is the test set, p_t is the prediction of the t-th sample, a is the weight of the t-th sample, and Y is the final prediction obtained by weighting the prediction of each learner.