Research Article
A Neighborhood-Impact Based Community Detection Algorithm via Discrete PSO
Table 2
Experiment result on real-life networks.
| Dataset | Measurement | Proposed | DPSO | GA-net | FTQ | CNM | Informap |
| Karate | | 1.000 | 1.000 | 0.6369 | 0.7467 | 0.7154 | 0.7198 | | 1.000 | 0.7369 | 0.6369 | 0.6956 | 0.7013 | 0.7142 | | 0.4037 | 0.4329 | 0.4060 | 0.3913 | 0.4095 | 0.4291 | | 0.3835 | 0.4132 | 0.4060 | 0.3796 | 0.3916 | 0.4031 |
| Dolphin | | 1.000 | 1.000 | 0.4236 | 0.8794 | 0.6049 | 0.6395 | | 0.9610 | 0.9477 | 0.4060 | 0.8576 | 0.5893 | 0.6043 | | 0.5178 | 0.5136 | 0.4634 | 0.4914 | 0.4018 | 0.4839 | | 0.5114 | 0.5109 | 0.4634 | 0.4837 | 0.3945 | 0.4839 |
| Politics | | 0.5916 | 0.5745 | 0.4403 | 0.6792 | 0.5701 | 0.6216 | | 0.5763 | 0.5745 | 0.4201 | 0.6513 | 0.5620 | 0.6165 | | 0.5036 | 0.5256 | 0.5035 | 0.5805 | 0.5513 | 0.5674 | | 0.4969 | 0.5235 | 0.4798 | 0.5604 | 0.5470 | 0.5364 |
| Football | | 0.9253 | 0.9252 | 0.9252 | 0.9013 | 0.7438 | 0.6574 | | 0.9141 | 0.9094 | 0.9107 | 0.8984 | 0.7438 | 0.6574 | | 0.6093 | 0.6037 | 0.6012 | 0.4892 | 0.5394 | 0.3484 | | 0.6021 | 0.6015 | 0.5906 | 0.4519 | 0.5394 | 0.3484 |
| SFI | | 0.7325 | 0.7489 | 0.5716 | 0.6946 | 0.4865 | 0.5319 | | 0.7287 | 0.7252 | 0.5620 | 0.6743 | 0.4617 | 0.5319 |
| Netscience | | 0.9474 | 0.9206 | 0.8739 | 0.9031 | 0.8021 | 0.7183 | | 0.9400 | 0.9174 | 0.8591 | 0.8917 | 0.7834 | 0.7012 |
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