Table 4.
Methods | Small | Large | Total | ||||||
---|---|---|---|---|---|---|---|---|---|
Recall | Precision | F1 | Recall | Precision | F1 | Recall | Precision | F1 | |
(a) Gavin et al. | |||||||||
MCODE | 0.023 | 0.143 | 0.039 | 0.457 | 0.558 | 0.502 | 0.255 | 0.577 | 0.354 |
RNSC | 0.234 | 0.208 | 0.221 | 0.567 | 0.453 | 0.504 | 0.453 | 0.356 | 0.399 |
DPClus | 0.162 | 0.198 | 0.178 | 0.622 | 0.425 | 0.505 | 0.438 | 0.399 | 0.418 |
CORE | 0.239 | 0.186 | 0.209 | 0.134 | 0.484 | 0.210 | 0.312 | 0.360 | 0.334 |
ClusterONE | 0.072 | 0.517 | 0.127 | 0.567 | 0.580 | 0.574 | 0.347 | 0.707 | 0.465 |
CPredictor | 0.095 | 0.365 | 0.150 | 0.575 | 0.517 | 0.545 | 0.384 | 0.624 | 0.475 |
CPredictor2.0 | 0.342 | 0.273 | 0.304 | 0.535 | 0.649 | 0.587 | 0.481 | 0.562 | 0.518 |
(b) Krogan et al. | |||||||||
MCODE | 0.023 | 0.200 | 0.040 | 0.291 | 0.681 | 0.408 | 0.146 | 0.653 | 0.239 |
RNSC | 0.491 | 0.163 | 0.244 | 0.465 | 0.550 | 0.504 | 0.599 | 0.272 | 0.374 |
DPClus | 0.414 | 0.179 | 0.250 | 0.520 | 0.512 | 0.516 | 0.564 | 0.306 | 0.397 |
CORE | 0.414 | 0.172 | 0.243 | 0.079 | 0.357 | 0.129 | 0.444 | 0.283 | 0.346 |
ClusterONE | 0.176 | 0.186 | 0.180 | 0.528 | 0.181 | 0.269 | 0.499 | 0.308 | 0.381 |
CPredictor | 0.243 | 0.282 | 0.261 | 0.488 | 0.549 | 0.517 | 0.447 | 0.516 | 0.479 |
CPredictor2.0 | 0.410 | 0.295 | 0.343 | 0.441 | 0.657 | 0.528 | 0.516 | 0.535 | 0.525 |
c) Collins et al. | |||||||||
MCODE | 0.027 | 0.167 | 0.047 | 0.512 | 0.733 | 0.603 | 0.258 | 0.712 | 0.379 |
RNSC | 0.401 | 0.315 | 0.353 | 0.575 | 0.707 | 0.634 | 0.556 | 0.499 | 0.526 |
DPClus | 0.369 | 0.329 | 0.348 | 0.591 | 0.595 | 0.593 | 0.547 | 0.513 | 0.530 |
CORE | 0.401 | 0.313 | 0.351 | 0.315 | 0.791 | 0.450 | 0.473 | 0.512 | 0.491 |
ClusterONE | 0.320 | 0.392 | 0.352 | 0.614 | 0.549 | 0.580 | 0.550 | 0.587 | 0.568 |
CPredictor | 0.257 | 0.449 | 0.327 | 0.598 | 0.652 | 0.624 | 0.473 | 0.657 | 0.550 |
CPredictor2.0 | 0.437 | 0.356 | 0.392 | 0.559 | 0.699 | 0.621 | 0.556 | 0.644 | 0.597 |
Each bold value means the largest performance measure among the compared methods on the given PPI dataset