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

Table 3

MSE and accuracy of prediction models in the three scenarios.

	MSE			Accuracy
	Laboratory	Grove	Parking	Laboratory	Grove	Parking
LightGBM-LQP	0.061	0.073	0.064	0.937	0.926	0.936
XGBoost-LQP	0.184	0.089	0.087	0.874	0.911	0.912
RVFL-LQP	0.079	0.084	0.071	0.930	0.916	0.929
RNN-LQP	0.093	0.086	0.077	0.911	0.914	0.923
SVR-LQP	0.085	0.086	0.074	0.915	0.914	0.926
GRU-LQP	0.090	0.084	0.072	0.918	0.916	0.928