Table 1 Comparison of the prediction performances between ARIMA-EEMD-LSTM and other models
From: A hybrid model for hand-foot-mouth disease prediction based on ARIMA-EEMD-LSTM
Model | Training set | Testing set | ||||
|---|---|---|---|---|---|---|
RMSE | MAE | R2 | RMSE | MAE | R2 | |
ARIMA | 9.87 | 6.78 | 0.937 | 6.95 | 3.68 | 0.990 |
LSTM | 16.87 | 12.70 | 0.820 | 13.93 | 8.07 | 0.961 |
ARIMA-LSTM | 14.42 | 12.06 | 0.866 | 9.85 | 8.11 | 0.980 |
EEMD-LSTM | 18.49 | 14.93 | 0.780 | 6.20 | 3.98 | 0.992 |
ARIMA-EEMD-LSTM | 6.93 | 5.35 | 0.969 | 4.37 | 2.94 | 0.996 |