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 |