Table 4 Micro-F1 scores for multi-label classification on BlogCatalog, Flickr, and Youtube datasets
Algorithm | BlogCatalog | Flickr | Youtube | ||||||
|---|---|---|---|---|---|---|---|---|---|
10% | 50% | 90% | 10% | 50% | 90% | 10% | 50% | 90% | |
DeepWalk | 30.12 | 34.28 | 34.83 | 37.70 | 39.62 | 42.36 | 40.62 | 42.09 | 43.77 |
node2vec | 34.53 | 36.94 | 37.99 | 38.90 | 41.39 | 43.91 | 41.53 | 43.12 | 44.45 |
Walklets | 26.90 | 29.09 | 30.41 | 38.32 | 40.58 | 42.62 | 41.15 | 42.97 | 43.89 |
SURREAL | 31.02 | 34.85 | 36.42 | 38.98 | 42.31 | 44.26 | 41.94 | 43.76 | 45.26 |
G.O. DWalk | 3.00 | 1.63 | 4.55 | 3.40 | 6.79 | 4.49 | 3.25 | 3.97 | 3.40 |
G.O. N2vec | - | - | - | 0.21 | 2.22 | 0.80 | 0.10 | 1.48 | 1.82 |
G.O. Walk | 15.27 | 19.80 | 19.75 | 1.72 | 4.26 | 3.85 | 1.92 | 1.84 | 3.12 |