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data

Basically, the largest weakly connected component of the original network is used for the task.

Name	Number of node	Number of edges
soc-epinions	75,877	508,836
wiki-vote	7,066	103,663
ca-HepTh	8,638	24,827
ca-AstroPh	17,903	197,031
PPI of H.sapiens	3,852	38,705

speed analysis

Same test, train split and use 4 cores

Experiment	Elapsed time	ROC_AUC
ca-HepTh on splitter	35m 52s	0.902
ca-HepTh on persona2vec	1m 54s	0.901 +- 0.0003

ROC_AUCS results

DataSet	Persona2vec	Splitter	Splitter(reported)
ca-Hepth	0.921	0.904	0.920
ca-AstroPh	0.9816	0.9814	0.985
PPI of H.sapiens	0.8735	0.927	0.863