Table 1 Boosting algorithm development history.

From: A method for filling traffic data based on feature-based combination prediction model

Algorithm

Author

AdaBoost7

Freund and Schapire, 1996

Gradient Boosting Decision Tree, GBDT8

Freidman, 2001

eXtreme Gradient Boosting Decision Tree, XGBoost9

Tianqi Chen, 2016

Light Gradient Boosting Machine,

LightGBM10

Microsoft, 2017