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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