Table 6.

Proposed algorithm’s performance in relation to the used synonymy information sources

System	Training data	MA - NCI			FMA - NCI			FMA - SNOMED
		P	R	F1	P	R	F1	P	R	F1
SCBOW	SL	0.845	0.911	0.877	0.897	0.840	0.868	0.795	0.773	0.784
SCBOW	SL + AS	0.847	0.917	0.881	0.899	0.895	0.897	0.843	0.866	0.855
SCBOW + DAE(O)	SL	0.946	0.905	0.925	0.972	0.830	0.895	0.912	0.759	0.829
SCBOW + DAE(O)	SL + AS	0.968	0.913	0.94	0.976	0.892	0.932	0.931	0.856	0.892

Note: SL: synonyms only from ConceptNet 5, BabelNet, and WikiSynonyms; AS: additional synonyms found in the ontologies to be matched