Methods\ Datasets . | HDVD . | VDA1 . | VDA2 . | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
. | Acc. . | Sen. . | Spe. . | AUC . | AUPR . | Acc. . | Sen. . | Spe. . | AUC . | AUPR . | Acc. . | Sen. . | Spe. . | AUC . | AUPR . |
DRHGCN | 0.7713 | 0.7689 | 0.7791 | 0.7713 | 0.7845 | 0.7298 | 0.7299 | 0.7841 | 0.8085 | 0.8271 | 0.7029 | 0.7030 | 0.7689 | 0.8177 | 0.7449 |
SANE | 0.8352 | 0.8103 | 0.8580 | 0.8944 | 0.8598 | 0.7705 | 0.7489 | 0.7834 | 0.8080 | 0.8379 | 0.8019 | 0.7008 | 0.7307 | 0.8018 | 0.7553 |
IRNMFVDA | 0.3856 | 0.7314 | 0.3631 | 0.8037 | 0.2156 | 0.6227 | 0.4852 | 0.6834 | 0.7102 | 0.2005 | 0.5317 | 0.6496 | 0.5205 | 0.8147 | 0.2971 |
SCPMF | 0.7661 | 0.4693 | 0.7854 | 0.8549 | 0.4783 | 0.7150 | 0.4403 | 0.7464 | 0.7543 | 0.3684 | 0.7660 | 0.3969 | 0.8012 | 0.8293 | 0.3517 |
VDA-KATZ | 0.5777 | 0.6995 | 0.5762 | 0.8253 | 0.0698 | 0.6691 | 0.6976 | 0.6684 | 0.8803 | 0.3380 | 0.7119 | 0.5441 | 0.7152 | 0.7743 | 0.0583 |
VDA-RWR | 0.6550 | 0.7400 | 0.6700 | 0.7875 | 0.0218 | 0.8278 | 0.4824 | 0.7831 | 0.8582 | 0.1383 | 0.6613 | 0.5022 | 0.6643 | 0.6675 | 0.0322 |
VDA-DLCMNMF | 0.8649 | 0.8625 | 0.9118 | 0.9299 | 0.9097 | 0.9000 | 0.9667 | 0.9333 | 0.9250 | 0.9715 | 0.7849 | 0.7688 | 0.8361 | 0.8631 | 0.8770 |
Methods\ Datasets . | HDVD . | VDA1 . | VDA2 . | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
. | Acc. . | Sen. . | Spe. . | AUC . | AUPR . | Acc. . | Sen. . | Spe. . | AUC . | AUPR . | Acc. . | Sen. . | Spe. . | AUC . | AUPR . |
DRHGCN | 0.7713 | 0.7689 | 0.7791 | 0.7713 | 0.7845 | 0.7298 | 0.7299 | 0.7841 | 0.8085 | 0.8271 | 0.7029 | 0.7030 | 0.7689 | 0.8177 | 0.7449 |
SANE | 0.8352 | 0.8103 | 0.8580 | 0.8944 | 0.8598 | 0.7705 | 0.7489 | 0.7834 | 0.8080 | 0.8379 | 0.8019 | 0.7008 | 0.7307 | 0.8018 | 0.7553 |
IRNMFVDA | 0.3856 | 0.7314 | 0.3631 | 0.8037 | 0.2156 | 0.6227 | 0.4852 | 0.6834 | 0.7102 | 0.2005 | 0.5317 | 0.6496 | 0.5205 | 0.8147 | 0.2971 |
SCPMF | 0.7661 | 0.4693 | 0.7854 | 0.8549 | 0.4783 | 0.7150 | 0.4403 | 0.7464 | 0.7543 | 0.3684 | 0.7660 | 0.3969 | 0.8012 | 0.8293 | 0.3517 |
VDA-KATZ | 0.5777 | 0.6995 | 0.5762 | 0.8253 | 0.0698 | 0.6691 | 0.6976 | 0.6684 | 0.8803 | 0.3380 | 0.7119 | 0.5441 | 0.7152 | 0.7743 | 0.0583 |
VDA-RWR | 0.6550 | 0.7400 | 0.6700 | 0.7875 | 0.0218 | 0.8278 | 0.4824 | 0.7831 | 0.8582 | 0.1383 | 0.6613 | 0.5022 | 0.6643 | 0.6675 | 0.0322 |
VDA-DLCMNMF | 0.8649 | 0.8625 | 0.9118 | 0.9299 | 0.9097 | 0.9000 | 0.9667 | 0.9333 | 0.9250 | 0.9715 | 0.7849 | 0.7688 | 0.8361 | 0.8631 | 0.8770 |
Best results are bolded.
Methods\ Datasets . | HDVD . | VDA1 . | VDA2 . | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
. | Acc. . | Sen. . | Spe. . | AUC . | AUPR . | Acc. . | Sen. . | Spe. . | AUC . | AUPR . | Acc. . | Sen. . | Spe. . | AUC . | AUPR . |
DRHGCN | 0.7713 | 0.7689 | 0.7791 | 0.7713 | 0.7845 | 0.7298 | 0.7299 | 0.7841 | 0.8085 | 0.8271 | 0.7029 | 0.7030 | 0.7689 | 0.8177 | 0.7449 |
SANE | 0.8352 | 0.8103 | 0.8580 | 0.8944 | 0.8598 | 0.7705 | 0.7489 | 0.7834 | 0.8080 | 0.8379 | 0.8019 | 0.7008 | 0.7307 | 0.8018 | 0.7553 |
IRNMFVDA | 0.3856 | 0.7314 | 0.3631 | 0.8037 | 0.2156 | 0.6227 | 0.4852 | 0.6834 | 0.7102 | 0.2005 | 0.5317 | 0.6496 | 0.5205 | 0.8147 | 0.2971 |
SCPMF | 0.7661 | 0.4693 | 0.7854 | 0.8549 | 0.4783 | 0.7150 | 0.4403 | 0.7464 | 0.7543 | 0.3684 | 0.7660 | 0.3969 | 0.8012 | 0.8293 | 0.3517 |
VDA-KATZ | 0.5777 | 0.6995 | 0.5762 | 0.8253 | 0.0698 | 0.6691 | 0.6976 | 0.6684 | 0.8803 | 0.3380 | 0.7119 | 0.5441 | 0.7152 | 0.7743 | 0.0583 |
VDA-RWR | 0.6550 | 0.7400 | 0.6700 | 0.7875 | 0.0218 | 0.8278 | 0.4824 | 0.7831 | 0.8582 | 0.1383 | 0.6613 | 0.5022 | 0.6643 | 0.6675 | 0.0322 |
VDA-DLCMNMF | 0.8649 | 0.8625 | 0.9118 | 0.9299 | 0.9097 | 0.9000 | 0.9667 | 0.9333 | 0.9250 | 0.9715 | 0.7849 | 0.7688 | 0.8361 | 0.8631 | 0.8770 |
Methods\ Datasets . | HDVD . | VDA1 . | VDA2 . | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
. | Acc. . | Sen. . | Spe. . | AUC . | AUPR . | Acc. . | Sen. . | Spe. . | AUC . | AUPR . | Acc. . | Sen. . | Spe. . | AUC . | AUPR . |
DRHGCN | 0.7713 | 0.7689 | 0.7791 | 0.7713 | 0.7845 | 0.7298 | 0.7299 | 0.7841 | 0.8085 | 0.8271 | 0.7029 | 0.7030 | 0.7689 | 0.8177 | 0.7449 |
SANE | 0.8352 | 0.8103 | 0.8580 | 0.8944 | 0.8598 | 0.7705 | 0.7489 | 0.7834 | 0.8080 | 0.8379 | 0.8019 | 0.7008 | 0.7307 | 0.8018 | 0.7553 |
IRNMFVDA | 0.3856 | 0.7314 | 0.3631 | 0.8037 | 0.2156 | 0.6227 | 0.4852 | 0.6834 | 0.7102 | 0.2005 | 0.5317 | 0.6496 | 0.5205 | 0.8147 | 0.2971 |
SCPMF | 0.7661 | 0.4693 | 0.7854 | 0.8549 | 0.4783 | 0.7150 | 0.4403 | 0.7464 | 0.7543 | 0.3684 | 0.7660 | 0.3969 | 0.8012 | 0.8293 | 0.3517 |
VDA-KATZ | 0.5777 | 0.6995 | 0.5762 | 0.8253 | 0.0698 | 0.6691 | 0.6976 | 0.6684 | 0.8803 | 0.3380 | 0.7119 | 0.5441 | 0.7152 | 0.7743 | 0.0583 |
VDA-RWR | 0.6550 | 0.7400 | 0.6700 | 0.7875 | 0.0218 | 0.8278 | 0.4824 | 0.7831 | 0.8582 | 0.1383 | 0.6613 | 0.5022 | 0.6643 | 0.6675 | 0.0322 |
VDA-DLCMNMF | 0.8649 | 0.8625 | 0.9118 | 0.9299 | 0.9097 | 0.9000 | 0.9667 | 0.9333 | 0.9250 | 0.9715 | 0.7849 | 0.7688 | 0.8361 | 0.8631 | 0.8770 |
Best results are bolded.
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