Table 1 Development history of boosting algorithm.

From: Combination predicting model of traffic congestion index in weekdays based on LightGBM-GRU

Algorithm

Author & year

AdaBoosingt25

Freund & Schapire, 1996

Gradient boosting decision tree, GBDT26

Freidman, 2001

Gradient-boost AR ensemble learning algorithm, AREL27

YunLong Gao et al., 2011

eXtreme gradient boosting decision tree, XGBoost28

Tianqi Chen, 2016

Light gradient boosting machine, LightGBM29

Microsoft Corporation, 2017

Categorical boosting, CatBoost30

Liudmila Prokhorenkova et al., 2019

Deep decision tree transfer boosting, DTrBoost31

Shuhui Jiang et al., 2020