Which kind of algorithm works best (supervised, unsupervised, classification ... XGBoost (eXtreme Gradient Boosting) is a scalable, end-to-end, tree-boosting system that has produced state ...

Ensemble methods have recently shown better classification performance than a single ... In this paper, we employ a gradient-boosting decision-tree (GBDT) method to improve firm failure prediction and ...