模型 | Window0 | Window1 | Window2 | Window3 | Window4 | Window5 | Window6 | Window7 | 平均 |
MLP | 0.3443 | 0.3558 | 0.3517 | 0.3818 | 0.3872 | 0.3638 | 0.3513 | 0.3411 | 0.3596 |
CNN | 0.3622 | 0.3502 | 0.3396 | 0.3917 | 0.3839 | 0.3547 | 0.3564 | 0.3672 | 0.3632 |
RNN | 0.3669 | 0.3813 | 0.3618 | 0.3965 | 0.3813 | 0.3662 | 0.3672 | 0.3527 | 0.3717 |
LSTM | 0.3906 | 0.3638 | 0.3812 | 0.4015 | 0.4012 | 0.3923 | 0.3987 | 0.3664 | 0.3869 |
GRU | 0.3959 | 0.3614 | 0.3701 | 0.4166 | 0.4052 | 0.3943 | 0.3769 | 0.3734 | 0.3867 |
TCN | 0.4011 | 0.3712 | 0.3801 | 0.4212 | 0.4114 | 0.4249 | 0.3895 | 0.3667 | 0.3957 |
GCN | 0.3712 | 0.3688 | 0.3742 | 0.3929 | 0.3984 | 0.4023 | 0.3752 | 0.3891 | 0.3840 |
L-GCN | 0.3863 | 0.4073 | 0.4154 | 0.4163 | 0.4287 | 0.4064 | 0.3989 | 0.3861 | 0.4056 |
G-GCN | 0.3817 | 0.3953 | 0.4021 | 0.4136 | 0.4238 | 0.4126 | 0.3919 | 0.4186 | 0.4049 |
T-GCN | 0.4181 | 0.4267 | 0.4126 | 0.4285 | 0.4397 | 0.4274 | 0.4125 | 0.4168 | 0.4239 |