A Multiple Kernel Learning Approach for Air Quality Prediction

Table 12

Performance comparison for predicting the next hour’s PM2.5 IAQL in Beijing.

	Accuracy	mse	wr	wf	wp
ARIMA	0.482	1.153	0.482	0.481	0.52
RF	0.472	1.956	0.472	0.442	0.443
MLP	0.486	1.686	0.486	0.466	0.465
SVC_linear	0.515	1.212	0.515	0.525	0.519
SVC_rbf	0.525	0.945	0.525	0.526	0.529
SVC_poly	0.520	1.033	0.520	0.520	0.521
SVC_sigmoid	0.391	3.999	0.391	0.219	0.153
LSTM	0.395	3.648	0.395	0.296	0.247
MKSVC	0.605	0.806	0.605	0.605	0.620