Security and Communication Networks

Research Article

Matching Cybersecurity Ontologies on Internet of Everything through Coevolutionary Multiobjective Evolutionary Algorithm

Table 3

Comparisons between EA, NSGA-II, and CE-MOEA in terms of mean f-measure and standard deviation.


OAEI’s bibliographic track
Testing case	EA	NSGA-II	CE-MOEA
Testing case

101	0.81 (0.01)	1.00 (0.01)	1.00 (0.01)
202	0.79 (0.03)	0.85 (0.02)	0.92 (0.02)
221	0.87 (0.02)	0.95 (0.02)	1.00 (0.01)
222	0.82 (0.02)	0.95 (0.01)	1.00 (0.01)
223	0.87 (0.01)	0.90 (0.02)	1.00 (0.01)
224	0.90 (0.01)	0.90 (0.02)	1.00 (0.01)
225	0.82 (0.02)	0.85 (0.01)	1.00 (0.01)
228	1.00 (0.01)	1.00 (0.01)	1.00 (0.01)
232	0.88 (0.01)	0.90 (0.01)	1.00 (0.01)
233	1.00 (0.01)	1.00 (0.01)	1.00 (0.01)
236	0.85 (0.03)	0.92 (0.02)	1.00 (0.01)
237	0.84 (0.02)	0.85 (0.03)	0.94 (0.01)
238	0.87 (0.03)	0.90 (0.01)	1.00 (0.01)
239	1.00 (0.01)	1.00 (0.01)	1.00 (0.01)
240	1.00 (0.01)	1.00 (0.01)	1.00 (0.01)
241	1.00 (0.01)	1.00 (0.01)	1.00 (0.01)
246	1.00 (0.01)	1.00 (0.01)	1.00 (0.01)
247	1.00 (0.01)	1.00 (0.01)	1.00 (0.01)

OAEI’s conference track
cmt-conference	0.72 (0.02)	0.72 (0.02)	0.84 (0.02)
cmt-confOf	0.66 (0.03)	0.66 (0.02)	0.75 (0.01)
cmt-edas	0.68 (0.02)	0.72 (0.01)	0.88 (0.01)
cmt-ekaw	0.68 (0.02)	0.72 (0.01)	0.79 (0.02)
cmt-iasted	0.82 (0.02)	0.85 (0.02)	0.90 (0.01)
cmt-sigkdd	0.75 (0.02)	0.89 (0.01)	0.93 (0.01)
conference-confOf	0.78 (0.02)	0.83 (0.02)	0.90 (0.01)
conference-edas	0.73 (0.03)	0.73 (0.02)	0.79 (0.02)
conference-ekaw	0.70 (0.02)	0.74 (0.01)	0.82 (0.01)
conference-iasted	0.59 (0.03)	0.68 (0.01)	0.75 (0.01)
conference-sigkdd	0.75 (0.03)	0.75 (0.01)	0.80 (0.01)
confOf-edas	0.68 (0.02)	0.68 (0.01)	0.75 (0.01)
confOf-ekaw	0.82 (0.02)	0.82 (0.02)	0.88 (0.01)
confOf-iasted	0.58 (0.03)	0.60 (0.01)	0.75 (0.01)
confOf-sigkdd	0.80 (0.01)	0.85 (0.01)	0.92 (0.01)
edas-ekaw	0.66 (0.03)	0.62 (0.03)	0.72 (0.02)
edas-iasted	0.60 (0.02)	0.66 (0.02)	0.77 (0.01)
edas-sigkdd	0.75 (0.03)	0.72 (0.03)	0.82 (0.02)
ekaw-iasted	0.72 (0.01)	0.78 (0.02)	0.85 (0.01)
ekaw-sigkdd	0.73 (0.02)	0.76 (0.01)	0.81 (0.02)
iasted-sigkdd	0.76 (0.01)	0.82 (0.01)	0.88 (0.01)

Cybersecurity ontology matching tasks
NAO-NAM	0.78 (0.02)	0.85 (0.02)	0.88 (0.02)
SDOSRA-EOSR	0.82 (0.02)	0.78 (0.02)	0.87 (0.01)
OCSCC-OCC	0.91 (0.02)	0.89 (0.02)	0.93 (0.01)
SOMA-SOMAP	0.85 (0.02)	0.87 (0.01)	0.92 (0.02)
CSP-CO	0.83 (0.01)	0.84 (0.01)	0.87 (0.01)