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 | | | |
| 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) |
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