Seismic Events Prediction Using Deep Temporal Convolution Networks

Table 2

Seven compared methods performance on UCI seismic bumps dataset.

Category	Methods	RMSE	MAE	Running time (s)
Traditional time series prediction	ARIMA	0.918	0.419	172.2
Classic machine learning method	SVR	0.213	0.076	37.2
	RF	0.108	0.048	17.8
Normal recurrent network	LSTM	0.010	0.026	46.3
Normal temporal CNN network	TCNN	0.006	0.009	26.1
The proposed method	DCTCNN			79.2
	CNN-LSTM			60.5