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make them up . We also choose XGBoost  (eX-treme Gradient Boosting of decision trees) as individual classiﬁer. XGBoost has been veriﬁed in many data mining contests that achieve better and more stable performance. 2.4. Improvement There are some important processes that further improve ENCASE performance. Recursive QRS detector.