Table 8 Time series forecasting results on monthly sunspot numbers.
From: Fuzzy inference-based LSTM for long-term time series prediction
Model | Forecasting horizon:1 | Forecasting horizon:55 | Forecasting horizon:110 | Forecasting horizon:165 | Count | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Metric | RMSE | MAPE | MAE | RMSE | MAPE | MAE | RMSE | MAPE | MAE | RMSE | MAPE | MAE | |
LFIGLSTM30 | 14.612 | 13.682 | 14.612 | 20.696 | 21.509 | 16.954 | 18.969 | 55.791 | 15.434 | 32.307 | 47.209 | 24.528 | 0 |
LFIGFIS47 | 10.316 | 9.872 | 10.306 | 24.253 | 24.579 | 20.477 | 27.489 | 121.812 | 23.159 | 52.337 | 98.886 | 40.532 | 0 |
LSTM39 | 8.194 | 7.673 | 8.194 | 21.770 | 23.405 | 17.682 | 22.842 | 71.876 | 18.482 | 41.981 | 62.205 | 32.068 | 0 |
NAR49 | 20.250 | 18.961 | 24.250 | 32.297 | 52.553 | 27.575 | 50.728 | 272.470 | 44.506 | 57.887 | 194.773 | 48.234 | 0 |
ARIMA11 | 15.885 | 14.873 | 15.885 | 26.365 | 42.677 | 21.719 | 37.938 | 204.281 | 33.098 | 57.682 | 154.589 | 48.361 | 0 |
SVR35 | 17.322 | 16.219 | 17.322 | 35.650 | 59.204 | 31.000 | 54.617 | 293.199 | 48.120 | 56.345 | 207.345 | 49.468 | 0 |
Naive36 | 29.000 | 27.154 | 29.000 | 65.011 | 108.351 | 59.438 | 90.398 | 463.493 | 83.706 | 75.797 | 315.881 | 63.878 | 0 |
FLSTM | 2.167 | 2.809 | 2.167 | 10.358 | 12.644 | 11.587 | 12.364 | 15.372 | 13.625 | 23.504 | 28.248 | 21.648 | 12 |
