Security and Communication Networks

Research Article

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

Table 1

Comparison on OAEI’s testing cases in terms of recall and precision. The symbols and , respectively, denote recall and precision.
OAEI’s bibliographic track
Testing caseAMLC [51]LogMap [52]LogMapLt [52]XMap [53]EANSGA-IICE-MOEA
r (p)r (p)r (p)r (p)r (p)r (p)r (p)
1011.00 (1.00)0.88 (0.96)0.78 (0.64)0.93 (1.00)0.78 (0.84)1.00 (1.00)1.00 (1.00)
2020.80 (0.92)0.00 (0.00)0.00 (0.00)0.00 (0.00)0.72 (0.87)0.80 (0.91)0.88 (0.96)
2210.49 (0.53)0.87 (0.98)0.76 (0.69)0.95 (1.00)0.87 (0.87)0.97 (0.92)1.00 (1.00)
2220.71 (0.32)0.00 (0.00)0.76 (0.69)0.80 (0.75)0.78 (0.85)0.97 (0.92)1.00 (1.00)
2230.40 (0.62)0.90 (0.98)0.76 (0.69)0.98 (0.96)0.87 (0.87)0.86 (0.95)1.00 (1.00)
2240.58 (0.45)0.90 (0.98)0.82 (0.98)0.98 (0.96)0.94 (0.85)0.86 (0.95)1.00 (1.00)
2250.51 (0.52)0.92 (0.97)0.76 (0.69)0.98 (0.96)0.78 (0.85)0.82 (0.87)1.00 (1.00)
2281.00 (1.00)0.92 (0.97)0.58 (0.40)1.00 (1.00)1.00 (1.00)1.00 (1.00)1.00 (1.00)
2320.51 (0.52)0.87 (0.98)0.88 (0.93)0.98 (0.96)0.81 (0.95)0.86 (0.95)1.00 (1.00)
2331.00 (1.00)0.92 (0.97)0.58 (0.40)1.00 (1.00)1.00 (1.00)1.00 (1.00)1.00 (1.00)
2361.00 (1.00)0.92 (0.97)0.72 (0.87)1.00 (1.00)0.82 (0.88)0.92 (0.92)1.00 (1.00)
2370.42 (0.58)0.00 (0.00)0.88 (0.93)0.80 (0.75)0.87 (0.80)0.82 (0.87)0.94 (0.94)
2380.51 (0.52)0.96 (0.93)0.88 (0.93)0.98 (0.96)0.82 (0.92)0.86 (0.95)1.00 (1.00)
2391.00 (1.00)0.91 (0.93)0.58 (0.40)1.00 (1.00)1.00 (1.00)1.00 (1.00)1.00 (1.00)
2401.00 (1.00)0.91 (0.93)0.58 (0.40)1.00 (1.00)1.00 (1.00)1.00 (1.00)1.00 (1.00)
2411.00 (1.00)0.91 (0.93)0.72 (0.87)1.00 (1.00)1.00 (1.00)1.00 (1.00)1.00 (1.00)
2461.00 (1.00)0.88 (0.96)0.72 (0.87)1.00 (1.00)1.00 (1.00)1.00 (1.00)1.00 (1.00)
2471.00 (1.00)0.88 (0.96)0.72 (0.87)1.00 (1.00)1.00 (1.00)1.00 (1.00)1.00 (1.00)
Average0.77 (0.77)0.75 (0.80)0.69 (0.68)0.91 (0.90)0.89 (0.91)0.93 (0.95)0.99 (0.99)
OAEI’s conference track
Testing caseAMLCLogMapLogMapLtXMapEANSGA-IICE-MOEA
cmt-conference0.53 (0.67)0.53 (0.73)0.33 (0.56)0.00 (0.00)0.68 (0.76)0.68 (0.76)0.73 (0.92)
cmt-confOf0.56 (0.90)0.31 (0.83)0.38 (0.67)0.44 (0.88)0.65 (0.68)0.65 (0.68)0.75 (0.75)
cmt-edas0.77 (0.91)0.62 (0.89)0.62 (0.73)0.69 (0.75)0.65 (0.72)0.68 (0.76)0.82 (0.95)
cmt-ekaw0.55 (0.75)0.55 (0.75)0.45 (0.56)0.64 (0.70)0.65 (0.68)0.65 (0.68)0.80 (0.77)
cmt-iasted1.00 (0.80)0.84 (0.80)0.90 (0.89)0.93 (0.80)0.75 (0.89)0.83 (0.87)0.88 (0.93)
cmt-sigkdd0.92 (0.92)0.88 (0.95)0.67 (0.89)0.83 (0.91)0.75 (0.75)0.87 (0.90)0.92 (0.94)
conference-confOf0.87 (0.87)0.73 (0.85)0.60 (0.90)0.80 (0.71)0.78 (0.67)0.80 (0.88)0.88 (0.93)
conference-edas0.65 (0.73)0.65 (0.85)0.53 (0.75)0.65 (0.79)0.78 (0.67)0.68 (0.78)0.79 (0.79)
conference-ekaw0.72 (0.78)0.48 (0.60)0.32 (0.62)0.60 (0.58)0.74 (0.66)0.70 (0.78)0.79 (0.85)
conference-iasted0.36 (0.83)0.50 (0.88)0.29 (0.80)0.36 (0.62)0.68 (0.52)0.75 (0.60)0.75 (0.75)
conference-sigkdd0.73 (0.85)0.73 (0.85)0.53 (0.80)0.60 (0.58)0.75 (0.75)0.75 (0.75)0.78 (0.82)
confOf-edas0.58 (0.92)0.53 (0.77)0.58 (0.58)0.53 (0.91)0.65 (0.72)0.65 (0.72)0.71 (0.79)
confOf-ekaw0.80 (0.94)0.70 (0.93)0.50 (0.77)0.80 (0.76)0.88 (0.75)0.88 (0.75)0.88 (0.75)
confOf-iasted0.44 (0.80)0.54 (0.89)0.54 (0.90)0.67 (0.43)0.62 (0.51)0.69 (0.51)0.71 (0.78)
confOf-sigkdd0.88 (0.95)0.81 (0.90)0.68 (0.88)0.57 (0.80)0.88 (0.73)0.89 (0.78)0.88 (0.96)
edas-ekaw0.48 (0.79)0.52 (0.75)0.43 (0.59)0.52 (0.75)0.65 (0.68)0.65 (0.68)0.65 (0.79)
edas-iasted0.47 (0.82)0.37 (0.88)0.37 (0.88)0.42 (0.57)0.63 (0.57)0.62 (0.82)0.65 (0.88)
edas-sigkdd0.75 (0.84)0.47 (0.88)0.47 (0.88)0.62 (0.81)0.75 (0.75)0.68 (0.76)0.76 (0.88)
ekaw-iasted0.70 (0.84)0.70 (0.78)0.60 (0.60)0.70 (0.58)0.68 (0.76)0.82 (0.74)0.85 (0.85)
ekaw-sigkdd0.73 (0.80)0.70 (0.78)0.70 (0.78)0.64 (0.78)0.78 (0.67)0.70 (0.81)0.78 (0.83)
iasted-sigkdd0.87 (0.81)0.88 (0.82)0.73 (0.73)0.87 (0.68)0.76 (0.75)0.80 (0.85)0.87 (0.89)
Average0.68 (0.83)0.62 (0.82)0.53 (0.75)0.61 (0.68)0.70 (0.69)0.73 (0.55)0.79 (0.84)