Table 1.
LSTM | GRU | SAEs | |||||
---|---|---|---|---|---|---|---|
MAE | RMSE | MAE | RMSE | MAE | RMSE | ||
Positive | (a) | 36.335451 | 46.211931 | 43.180532 | 53.695487 | 36.611738 | 44.703110 |
(b) | 44.001377 | 54.172575 | 42.477046 | 52.547250 | 37.151156 | 45.119240 | |
(c) | 43.429057 | 53.584650 | 42.236403 | 52.846026 | 37.062104 | 44.879368 | |
(d) | 43.931223 | 53.855806 | 43.567233 | 54.203652 | 37.256250 | 45.128175 | |
(e) | 43.798400 | 53.697382 | 42.014015 | 52.638279 | 36.890818 | 44.813605 | |
(f) | 42.934769 | 52.923344 | 43.011107 | 53.428688 | 37.135335 | 45.199576 | |
(g) | 43.019526 | 53.086045 | 42.399551 | 53.085417 | 36.812493 | 44.660683 | |
(h) | 37.742285 | 46.050368 | 42.803237 | 53.571811 | 36.928434 | 45.036694 | |
(i) | 43.912802 | 53.713543 | 42.077536 | 52.711389 | 37.223346 | 45.327537 | |
AVE | 42.122766 | 51.921738 | 42.640740 | 53.192000 | 37.007964 | 44.985332 | |
Negative | (a) | 43.184724 | 53.525993 | 42.811964 | 53.476943 | 36.864293 | 44.842421 |
(b) | 44.018736 | 53.891109 | 42.662726 | 53.234308 | 37.159017 | 45.017255 | |
(c) | 43.014621 | 52.914675 | 42.347422 | 52.891398 | 37.109032 | 44.888128 | |
(d) | 43.707601 | 53.563837 | 42.786897 | 53.127477 | 37.048903 | 44.897605 | |
(e) | 44.223738 | 54.368301 | 42.847674 | 53.379149 | 37.307459 | 45.169035 | |
(f) | 42.831805 | 53.116795 | 42.697464 | 53.403691 | 37.135870 | 45.198482 | |
(g) | 37.823529 | 46.089258 | 42.632475 | 53.294239 | 37.181486 | 45.212046 | |
(h) | 43.407516 | 53.513330 | 42.295810 | 52.858094 | 36.573601 | 44.688961 | |
(i) | 37.737973 | 45.994387 | 42.580679 | 53.198429 | 37.320087 | 45.407901 | |
AVE | 42.216690 | 51.886410 | 42.629230 | 53.207080 | 37.077750 | 45.035760 |