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elements as the ones that co-occurred the most at the ensemble terminal nodes. Then, at each neighbor-set we can get survival estimates with robust methods such as the Kaplan-Meier estimator. In XGBSEKaplanNeighbors we stack a kNN model on top of XGBoost, which is used as a feature transformer. We