Table 7 Experimental results
Experimental model | F1 | ACC | AUC |
|---|---|---|---|
BaF | 0.8077 | 0.8172 | 0.8178 |
BaF + TmF | 0.8963 | 0.8982 | 0.8985 |
BaF + TsF | 0.8575 | 0.8603 | 0.8606 |
BaF + TaF | 0.8288 | 0.8355 | 0.8360 |
BaF + TmF + TsF | 0.8919 | 0.8943 | 0.8946 |
BaF + TmF + TaF | 0.8901 | 0.8916 | 0.8919 |
BaF + TsF + TaF | 0.8487 | 0.8525 | 0.8528 |
BaF + TmF + TsF + TaF | 0.8883 | 0.8903 | 0.8906 |
BaF + TmF + Node2vec1 | 0.9497 | 0.9316 | 0.9113 |
BaF + TmF + Node2vec2 | 0.9295 | 0.9055 | 0.8908 |
BaF + TmF + T-EDGE | 0.9498 | 0.9317 | 0.9154 |
Time information section + SMOTE | 0.9503 | 0.9686 | 0.9485 |
Time information section + Graph_SMOTE | 0.8422 | 0.9547 | 0.9445 |
CT-GCN+ (our model) | 0.9507 | 0.9722 | 0.9667 |