Table 4 Results of ablation experiment
From: AnomalGRN: deciphering single-cell gene regulation network with graph anomaly detection
Datasets/metrics | Lofgof_mESC | Specific_mESC | ||||||
---|---|---|---|---|---|---|---|---|
500 | 1000 | 500 | 1000 | |||||
AUC | AUPR | AUC | AUPR | AUC | AUPR | AUC | AUPR | |
w/o All | 0.8987 | 0.8761 | 0.9135 | 0.8973 | 0.8814 | 0.8532 | 0.8837 | 0.8591 |
w/o WR | 0.9308 | 0.9015 | 0.9326 | 0.9076 | 0.9083 | 0.8705 | 0.9005 | 0.8689 |
w/o GNS | 0.9208 | 0.8941 | 0.9426 | 0.9118 | 0.9193 | 0.8868 | 0.9155 | 0.8852 |
w/o Cosmic | 0.9313 | 0.9035 | 0.9335 | 0.9017 | 0.9025 | 0.8691 | 0.8939 | 0.8649 |
AnomalGRN | 0.9608 | 0.9372 | 0.9826 | 0.9779 | 0.9575 | 0.9263 | 0.9279 | 0.8966 |