Research Article
An Extreme Learning Machine-Based Community Detection Algorithm in Complex Networks
Table 4
Average NMI and
values of the three fastest algorithms.
| Dataset | Index | NF | -means | ELM-CD |
| Karate | Modularity | 0.3807 | 0.1071 | 0.2374 | NMI | 0.6925 | 0.3960 | 0.4340 |
| Dolphins | Modularity | 0.4941 | 0.2818 | 0.2788 | NMI | 0.5943 | 0.3336 | 0.5728 |
| Polbooks | Modularity | 0.5019 | 0.3360 | 0.4861 | NMI | 0.5282 | 0.3739 | 0.5461 |
| Football | Modularity | 0.5680 | 0.5126 | 0.5086 | NMI | 0.7424 | 0.8396 | 0.8262 |
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