Research Article
Predicting Protein Complexes in Weighted Dynamic PPI Networks Based on ICSC
Table 2
The performance comparison of several typical algorithms on four datasets.
| Dataset | Algorithms | SN | SP | -measure | PC | MPC | MSC | Perfect | AS |
| DIP | MCODE | 0.2318 | 0.6182 | 0.3372 | 165 | 102 | 70 | 6 | 6.7212 | MCL | 0.7031 | 0.2505 | 0.3694 | 1541 | 386 | 245 | 14 | 4.4361 | CORE | 0.7381 | 0.2769 | 0.4027 | 1517 | 420 | 259 | 39 | 2.443 | CSO | 0.4403 | 0.6257 | 0.5169 | 342 | 214 | 136 | 11 | 4.652 | ClusterONE | 0.6093 | 0.3385 | 0.4352 | 972 | 329 | 197 | 15 | 3.5422 | COACH | 0.5009 | 0.5591 | 0.5284 | 474 | 265 | 144 | 13 | 4.9789 | ICSC | 0.8385 | 0.4186 | 0.5585 | 1997 | 836 | 247 | 64 | 3.5613 |
| Krogan | MCODE | 0.2749 | 0.7937 | 0.4084 | 160 | 127 | 73 | 10 | 5.125 | MCL | 0.566 | 0.4559 | 0.5051 | 658 | 300 | 178 | 40 | 3.9544 | CORE | 0.5417 | 0.4121 | 0.4681 | 677 | 279 | 172 | 39 | 2.6041 | CSO | 0.3284 | 0.8254 | 0.4699 | 189 | 156 | 89 | 10 | 5.2646 | ClusterONE | 0.5232 | 0.4632 | 0.4914 | 585 | 271 | 161 | 28 | 3.935 | COACH | 0.3566 | 0.81 | 0.4952 | 221 | 179 | 85 | 11 | 5.3575 | ICSC | 0.6314 | 0.5966 | 0.6135 | 761 | 454 | 143 | 23 | 3.3338 |
| MIPS | MCODE | 0.1714 | 0.5333 | 0.2595 | 135 | 72 | 60 | 4 | 5.437 | MCL | 0.5451 | 0.2017 | 0.2945 | 1259 | 254 | 196 | 17 | 4.7434 | CORE | 0.6235 | 0.249 | 0.3558 | 1217 | 303 | 225 | 29 | 2.5859 | CSO | 0.2835 | 0.5163 | 0.366 | 246 | 127 | 87 | 6 | 4.5528 | ClusterONE | 0.4483 | 0.2796 | 0.3444 | 744 | 208 | 152 | 17 | 3.1317 | COACH | 0.3145 | 0.3662 | 0.3384 | 396 | 145 | 92 | 5 | 6.5253 | ICSC | 0.7181 | 0.3028 | 0.4260 | 1691 | 512 | 207 | 50 | 3.7534 |
| Gavin | MCODE | 0.2612 | 0.7548 | 0.3881 | 155 | 117 | 77 | 6 | 5.3484 | MCL | 0.4411 | 0.6417 | 0.5228 | 321 | 206 | 147 | 25 | 5.0312 | CORE | 0.4336 | 0.5735 | 0.4938 | 347 | 199 | 148 | 26 | 2.8184 | CSO | 0.3109 | 0.773 | 0.4434 | 185 | 143 | 91 | 6 | 5.9405 | ClusterONE | 0.4797 | 0.6413 | 0.5488 | 368 | 236 | 152 | 19 | 5.2826 | COACH | 0.3477 | 0.6966 | 0.4585 | 234 | 163 | 94 | 5 | 6.312 | ICSC | 0.5033 | 0.5704 | 0.5347 | 540 | 308 | 104 | 10 | 3.6093 |
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