Table 3 Performance comparison of link prediction methods in fuzzy robotic networks (mean ± standard deviation over 10 runs).
From: Prominence-guided link prediction in fuzzy robotic networks
Method | Precision | AUC | AUP |
|---|---|---|---|
SP Index (proposed) | 0.88 ± 0.01 | 0.91 ± 0.01 | 0.85 ± 0.02 |
Common neighbors | 0.71 ± 0.02 | 0.68 ± 0.02 | 0.65 ± 0.02 |
Jaccard Index | 0.70 ± 0.02 | 0.66 ± 0.02 | 0.62 ± 0.02 |
Adamic–Adar Index | 0.73 ± 0.02 | 0.69 ± 0.02 | 0.64 ± 0.02 |
Resource Strength Model | 0.79 ± 0.02 | 0.83 ± 0.02 | 0.78 ± 0.02 |
CAR Index | 0.75 ± 0.02 | 0.80 ± 0.02 | 0.76 ± 0.02 |
