Table 10. Network embeddings for link prediction (micro-F1, metric lies between (0,1) and higher value means better results).

% Train Edges	5%	10%	30%	50%
CORA
DeepWalk	0.56 ± 0.01	0.60 ± 0.00	0.66 ± 0.00	0.66 ± 0.01
Node2Vec	0.57 ± 0.01	0.61 ± 0.01	0.65 ± 0.01	0.68 ± 0.01
HOPE	0.50 ± 0.00	0.50 ± 0.00	0.51 ± 0.00	0.52 ± 0.00
CITESEER
DeepWalk	0.55 ±0.01	0.59 ± 0.01	0.66 ± 0.01	0.66 ± 0.00
Node2Vec	0.55 ± 0.00	0.59 ± 0.00	0.69 ± 0.00	0.71 ± 0.00
HOPE	0.50 ± 0.00	0.51 ± 0.00	0.54 ± 0.00	0.57 ± 0.00

Note:

The best values with respect to confidence intervals are highlighted in bold.