Light Gradient Boosting Machine-Based Link Quality Prediction for Wireless Sensor Networks

Table 4

Predicting time of LQPs in the three scenarios.

	Predicting time (s)
	Laboratory	Grove	Parking
LightGBM-LQP	0.031	0.013	0.031
XGBoost-LQP	0.343	0.087	0.281
RVFL-LQP	0.296	0.078	0.187
RNN-LQP	1.147	0.146	0.657
SVR-LQP	0.398	0.056	0.296
GRU-LQP	0.941	0.103	0.559