Method | Feature | Parameters | PCA% | ACC | Sn | Sp | MCC | AUC |
---|---|---|---|---|---|---|---|---|
SVM | FCGR | K = 1 + 2 + 4 | 0.88 | 0.8108 | 0.7786 | 0.8435 | 0.6235 | 0.8785 |
FCGR + DAC | K = 4, lag = 2 | 0.95 | 0.8070 | 0.7855 | 0.8288 | 0.6152 | 0.8768 | |
FCGR + TAC | K = 4, lag = 2 | 0.93 | 0.8115 | 0.7831 | 0.8404 | 0.6245 | 0.8766 | |
FCGR + DACC | K = 4, lag = 2 | 0.95 | 0.7809 | 0.7931 | 0.7684 | 0.5621 | 0.8343 | |
FCGR + TACC | K = 4, lag = 2 | 0.95 | 0.7678 | 0.6879 | 0.8491 | 0.5440 | 0.8363 | |
FCGR + PCPseDNC | K = 4, λ = 8, w = 0.5 | 0.9 | 0.8085 | 0.7752 | 0.8425 | 0.6190 | 0.8773 | |
FCGR + PCPseTNC | K = 4, λ = 8, w = 0.5 | 0.93 | 0.8097 | 0.7772 | 0.8428 | 0.6215 | 0.8761 | |
All features | 0.95 | 0.7593 | 0.70414 | 0.81544 | 0.52275 | 0.80283 | ||
ELM | FCGR + DAC | K = 2, lag = 2 | 0.95 | 0.7817 | 0.7690 | 0.7947 | 0.5642 | 0.8544 |
FCGR + TAC | K = 2, lag = 2 | 0.95 | 0.7859 | 0.7735 | 0.7986 | 0.5723 | 0.8552 | |
FCGR + DACC | K = 2, lag = 2 | 0.9 | 0.7530 | 0.7524 | 0.7537 | 0.5064 | 0.8262 | |
FCGR + TACC | K = 2, lag = 2 | 0.95 | 0.7365 | 0.7472 | 0.7256 | 0.4733 | 0.8018 | |
FCGR + PCPseDNC | K = 2, λ = 8, w = 0.5 | 0.93 | 0.7837 | 0.7597 | 0.8081 | 0.5685 | 0.8587 | |
FCGR + PCPseTNC | K = 2, λ = 8, w = 0.5 | 0.88 | 0.7678 | 0.7283 | 0.8081 | 0.5379 | 0.8448 | |
All features | K = 2 | 0.95 | 0.7727 | 0.7714 | 0.7740 | 0.5455 | 0.8437 | |
XGBoost | FCGR | K = 1 + 2 + 4 | 0.9 | 0.8037 | 0.7824 | 0.8253 | 0.6085 | 0.8772 |
FCGR + DAC | K = 4, lag = 2 | 0.9 | 0.7877 | 0.7683 | 0.8074 | 0.5763 | 0.8630 | |
FCGR + TAC | K = 4, lag = 2 | 0.88 | 0.7930 | 0.7635 | 0.8232 | 0.5879 | 0.8671 | |
FCGR + DACC | K = 4, lag = 2 | 0.93 | 0.7741 | 0.7690 | 0.7793 | 0.5486 | 0.8506 | |
FCGR + TACC | K = 4, lag = 2 | 0.88 | 0.7654 | 0.7576 | 0.7733 | 0.5313 | 0.8461 | |
FCGR + PCPseDNC | K = 4, λ = 8, w = 0.5 | 0.88 | 0.7988 | 0.7769 | 0.8211 | 0.5987 | 0.8753 | |
FCGR + PCPseTNC | K = 4, λ = 8, w = 0.5 | 0.85 | 0.7974 | 0.7772 | 0.8179 | 0.5960 | 0.8727 | |
All features | 0.93 | 0.7647 | 0.7590 | 0.7705 | 0.5295 | 0.8406 |