Spatio-Temporal Segmented Traffic Flow Prediction with ANPRS Data Based on Improved XGBoost

Table 2

Parameter settings of XGBoost-I

Type	Parameter	Settings
Booster	max_depth	3
	min_child_weight	10
	gamma	0
	subsample	1
	reg_alpha	0.1
	reg_lambda	0.05
	scale_pos_weight	1
General	Booster	gbtree
	Silent	0
	Nthread	max
Learning target	Objective	reg:gamma
	eval_metric	Depending on objective
	Seed	0
	learning_rates	0.04
	eval_metric	rmse
	evals	evallist