Table 3 Classification results for datasets Lattes I, Lattes II and Lattes III on accuracy (\(\%\)) for baseline features: Adamic-Adar (Adamic), Katz, Word matching (Match), Cosine, CrALC and a combination of them
From: Link prediction using a probabilistic description logic
Stage | Feature | Lattes I (acc.) | Lattes II (acc.) | Lattes III (acc.) |
|---|---|---|---|---|
l | Adamic | 83.34 \(\pm \) 1.87 | 82.5 \(\pm \) 1.35 | 81.23 \(\pm \) 1.46 |
Katz | 85.4 \(\pm \) 1.07 | 87.7 \(\pm \) 0.91 | 84.43 \(\pm \) 0.84 | |
Adamic + Katz | 85.9\(\pm \) 1.12 | 87.75\(\pm \) 1.03 | 85.44\(\pm \) 0.78 | |
2 | Match | 75.42 \(\pm \) 1.66 | 73.42 \(\pm \) 2.66 | 72.8 \(\pm \) 0.47 |
Cosine | 89.35 \(\pm \) 1.28 | 90.4 \(\pm \) 1.37 | 86.7\(\pm \) 0.85 | |
Adamic + Katz + Match + Cosine | 91.63\(\pm \) 1.23 | 90.69\(\pm \) 1.23 | 86.3 \(\pm \) 0.12 | |
3 | Cralc | 93.3 \(\pm \) 0.79 | 94.2 \(\pm \) 1.48 | 89.72 \(\pm \) 1.67 |
Adamic + Katz + Match + Cosine + Cralc | 93.89\(\pm \) 0.83 | 94.46\(\pm \) 0.83 | 90.2\(\pm \) 0.72 |