Defect knowledge graph construction and application in multi-cloud IoT

Journal of Cloud Computing

Advances, Systems and Applications

Table 3 Inference results on common datasets

Dataset	Metric	ComplEx	DistMult	ConvE	NeuralLP	DRUM	MINERVA	GRULR
	HITS@1	0.754	0.808	0.697	0.475	0.183	0.605	0.568
KINSHIP	HITS@3	0.910	0.942	0.886	0.707	0.378	0.812	0.824
	HITS@10	0.980	0.979	0.974	0.912	0.675	0.924	0.912
	MRR	0.838	0.878	0.797	0.619	0.335	0.720	0.715
	HITS@1	0.823	0.916	0.894	0.643	0.358	0.728	0.730
UMLS	HITS@3	0.962	0.967	0.964	0.869	0.699	0.900	0.893
	HITS@10	0.995	0.992	0.992	0.962	0.854	0.968	0.963
	MRR	0.894	0.944	0.933	0.778	0.548	0.825	0.814
	HITS@1	0.410	0.390	0.400	0.368	0.369	0.413	0.412
WN18RR	HITS@3	0.460	0.440	0.440	0.386	0.388	0.456	0.471
	HITS@10	0.510	0.490	0.520	0.408	0.410	0.513	0.522
	MRR	0.440	0.430	0.430	0.381	0.382	0.448	0.450
	HITS@1	0.158	0.155	0.237	0.173	0.174	0.217	0.245
FB15K-237	HITS@3	0.275	0.263	0.356	0.259	0.261	0.329	0.360
	HITS@10	0.428	0.419	0.501	0.361	0.364	0.456	0.497
	MRR	0.247	0.241	0.325	0.237	0.238	0.293	0.329