模型 | Window0 | Window1 | Window2 | Window3 | Window4 | Window5 | Window6 | Window7 | 平均 |
MLP | 0.2871 | 0.3668 | 0.2804 | 0.3979 | 0.4098 | 0.2247 | 0.2501 | 0.2949 | 0.3139 |
CNN | 0.2598 | 0.3409 | 0.2622 | 0.3749 | 0.3819 | 0.2047 | 0.2121 | 0.2929 | 0.2911 |
RNN | 0.2891 | 0.3763 | 0.2817 | 0.3654 | 0.3849 | 0.3642 | 0.3037 | 0.3076 | 0.3341 |
LSTM | 0.2993 | 0.3362 | 0.3784 | 0.3751 | 0.3672 | 0.3427 | 0.3426 | 0.3089 | 0.3438 |
GRU | 0.2806 | 0.3521 | 0.3676 | 0.3495 | 0.3660 | 0.3341 | 0.3972 | 0.3062 | 0.3441 |
TCN | 0.3357 | 0.3671 | 0.3696 | 0.3878 | 0.3543 | 0.3801 | 0.3566 | 0.3244 | 0.3594 |
GCN | 0.2378 | 0.2924 | 0.3027 | 0.3133 | 0.3344 | 0.2719 | 0.2402 | 0.2672 | 0.2824 |
L-GCN | 0.2554 | 0.3438 | 0.3398 | 0.3629 | 0.3762 | 0.3279 | 0.3221 | 0.3237 | 0.3314 |
G-GCN | 0.2913 | 0.3575 | 0.3254 | 0.3733 | 0.3866 | 0.3329 | 0.3352 | 0.3472 | 0.3436 |
T-GCN | 0.3013 | 0.4094 | 0.4050 | 0.4110 | 0.4361 | 0.3775 | 0.3945 | 0.2741 | 0.3761 |