Link Trustworthiness Evaluation over Multiple Heterogeneous Information Networks

Table 3

Performance of link prediction from all the models on multiple HINs.

Data	Multi-HITE		Minfluence-		Mattribute-		TransE		R-GCN		DistMult		ComplexE
	acc.	F1	acc.	F1	acc.	F1	acc.	F1	acc.	F1	acc.	F1	acc.	F1
DBpedia1	—	—	0.92	0.92	0.87	0.88	0.91	0.91	0.88	0.88	0.90	0.89	0.91	0.90
Wikidata	—	—	0.94	0.94	0.93	0.89	0.90	0.90	0.89	0.89	0.88	0.88	0.89	0.88
Combined	0.95	0.95	0.93	0.93	0.90	0.90	0.92	0.92	0.90	0.90	0.91	0.91	0.91	0.91

“acc.” and “F1” denote the accuracy and F1-score of estimations, respectively.