Table 2.
Citeseer data set experimental results (%).
| Algorithm | 10% | 20% | 30% | 40% | 50% | 60% | 70% | 80% | 90% | Avg. |
|---|---|---|---|---|---|---|---|---|---|---|
| DeepWalk | 47.55 | 50.24 | 51.89 | 52.32 | 53.66 | 53.16 | 53.75 | 53.91 | 54.62 | 52.34 |
| LINE | 41.22 | 44.61 | 47.88 | 49.15 | 52.18 | 53.49 | 53.87 | 53.25 | 53.91 | 49.51 |
| DeepWalk+NEU | 48.49 | 51.23 | 52.48 | 53.90 | 53.54 | 54.65 | 54.57 | 54.43 | 55.86 | 53.24 |
| GraRep (K = 3) | 45.07 | 50.95 | 53.40 | 54.21 | 54.87 | 55.75 | 55.54 | 55.15 | 54.22 | 53.24 |
| node2vec | 50.83 | 52.58 | 54.28 | 54.45 | 55.71 | 56.18 | 55.58 | 56.22 | 56.62 | 54.72 |
| EPDW (l = 40) | 51.92 | 53.84 | 55.16 | 55.81 | 56.86 | 57.09 | 57.52 | 57.90 | 58.33 | 56.05 |
| EPDW (l = 60) | 51.26 | 53.40 | 54.93 | 55.76 | 56.59 | 57.09 | 57.06 | 57.22 | 58.56 | 55.76 |
| EPDW (l = 80) | 50.53 | 53.57 | 54.64 | 55.08 | 55.66 | 56.20 | 56.34 | 57.15 | 57.33 | 55.16 |
| PDW (p = 5, q = 0.05) | 53.16 | 55.19 | 55.74 | 56.33 | 57.26 | 57.93 | 57.98 | 57.96 | 57.65 | 56.58 |
| PDW (p = 10, q = 0.05) | 52.89 | 54.99 | 55.70 | 56.66 | 56.26 | 56.90 | 57.37 | 57.42 | 57.65 | 56.20 |
| PDW (p = 20, q = 0.1) | 53.65 | 54.77 | 55.41 | 55.87 | 56.07 | 56.98 | 56.74 | 57.89 | 57.22 | 56.07 |
| MHNR1 (DeepWalk) | 54.43 | 56.19 | 57.53 | 59.03 | 59.08 | 59.65 | 59.34 | 59.21 | 60.69 | 58.35 |
| MHNR3 (DeepWalk) | 55.89 | 58.92 | 59.38 | 60.52 | 60.91 | 62.31 | 62.53 | 62.58 | 62.18 | 60.58 |
| MHNR5 (DeepWalk) | 56.10 | 59.48 | 61.55 | 61.72 | 62.42 | 63.00 | 62.90 | 64.17 | 65.80 | 61.90 |
Bold values represent the highest value in the column.