Table 3.
Results achieved by baseline models and SANE on HDVD dataset.
Model type | Method | ACC. (%) | F1 Score (%) | AUC | AUPR |
---|---|---|---|---|---|
Similarity-based | SCPMF | 66.93 ± 6.31 | 69.35 ± 4.89 | 0.8631 ± 0.0456 | 0.5090 ± 0.0382 |
IMCMDA | 59.82 ± 6.89 | 60.41 ± 6.78 | 0.6423 ± 0.0683 | 0.1649 ± 0.0463 | |
RL-MF-based | Laplacian | 67.36 ± 2.74 | 65.38 ± 3.13 | 0.7217 ± 0.0323 | 0.6743 ± 0.0163 |
GF | 80.11 ± 2.83 | 81.10 ± 2.26 | 0.8541 ± 0.0247 | 0.7954 ± 0.0201 | |
RL-RW-based | Deepwalk | 77.14 ± 3.29 | 78.23 ± 2.88 | 0.8066 ± 0.0232 | 0.7085 ± 0.0166 |
Node2Vec | 78.57 ± 3.15 | 79.64 ± 2.69 | 0.8347 ± 0.0258 | 0.7600 ± 0.0239 | |
RL-NN-based | LINE | 66.26 ± 1.76 | 65.24 ± 1.56 | 0.6913 ± 0.0305 | 0.6950 ± 0.0279 |
SDNE | 80.55 ± 3.78 | 80.86 ± 3.42 | 0.8599 ± 0.0270 | 0.8091 ± 0.0170 | |
Proposed Model | SANE | 81.986.62 | 83.43 5.79 | 0.8961 0.0335 | 0.8707 0.0529 |