Table 6. Results of best clustering metrics (with CYC2008 and CORUM references) obtained with DAPG (with complexes of minimum size 3) using different node ordering algorithms and applying sorting (ϕ function) in large PPIs.
Network | Node ordering | Sorting | Complexes | FMeasure | Acc | MMR |
---|---|---|---|---|---|---|
DIP-yeast | First | FREQUENCY | 1,217 | 0.4000 | 0.5520 | 0.3615 |
ID | 1,141 | 0.3942 | 0.5416 | 0.3815 | ||
Lexicographic | FREQUENCY | 1,199 | 0.3872 | 0.5355 | 0.3550 | |
ID | 1,085 | 0.4085 | 0.5565 | 0.3610 | ||
Random | FREQUENCY | 1,142 | 0.4070 | 0.5364 | 0.3491 | |
ID | 909 | 0.3438 | 0.4808 | 0.2535 | ||
Degree | FREQUENCY | 1,212 | 0.3961 | 0.5489 | 0.3682 | |
ID | 1,165 | 0.3835 | 0.5393 | 0.3560 | ||
BFS | FREQUENCY | 1,253 | 0.4197 | 0.5674 | 0.3751 | |
ID | 1,242 | 0.3622 | 0.5551 | 0.3718 | ||
DFS | FREQUENCY | 1,210 | 0.4110 | 0.5450 | 0.3671 | |
ID | 1,925 | 0.3830 | 0.5486 | 0.4447 | ||
Biogrid-yeast | First | FREQUENCY | 5,025 | 0.1551 | 0.5691 | 0.3534 |
ID | 4,945 | 0.1444 | 0.5693 | 0.3371 | ||
Lexicographic | FREQUENCY | 4,999 | 0.1561 | 0.5727 | 0.3687 | |
ID | 4,991 | 0.1740 | 0.5967 | 0.3845 | ||
Random | FREQUENCY | 5,017 | 0.1548 | 0.5718 | 0.3599 | |
ID | 5,167 | 0.1108 | 0.5368 | 0.2614 | ||
Degree | FREQUENCY | 5,049 | 0.1533 | 0.5667 | 0.3439 | |
ID | 5,004 | 0.1465 | 0.5677 | 0.3432 | ||
BFS | FREQUENCY | 4,977 | 0.1584 | 0.5741 | 0.3650 | |
ID | 5,254 | 0.1047 | 0.5355 | 0.2711 | ||
DFS | FREQUENCY | 5,009 | 0.1570 | 0.5720 | 0.3627 | |
ID | 4,950 | 0.1446 | 0.5800 | 0.3468 | ||
HPRD | First | FREQUENCY | 2,437 | 0.3395 | 0.2140 | 0.1713 |
ID | 2,442 | 0.3200 | 0.2272 | 0.1743 | ||
Lexicographic | FREQUENCY | 2,430 | 0.3528 | 0.2103 | 0.1783 | |
ID | 2,085 | 0.3542 | 0.2099 | 0.1643 | ||
Random | FREQUENCY | 2,430 | 0.3465 | 0.2121 | 0.1688 | |
ID | 1,977 | 0.3464 | 0.1879 | 0.1326 | ||
Degree | FREQUENCY | 2,449 | 0.3401 | 0.2135 | 0.1706 | |
ID | 2,412 | 0.3354 | 0.2127 | 0.1675 | ||
BFS | FREQUENCY | 2,441 | 0.3584 | 0.2139 | 0.1865 | |
ID | 2,777 | 0.3685 | 0.2119 | 0.2066 | ||
DFS | FREQUENCY | 2,443 | 0.3484 | 0.2105 | 0.1668 | |
ID | 2,313 | 0.3392 | 0.2340 | 0.1862 | ||
Biogrid-human | First | FREQUENCY | 7,360 | 0.2380 | 0.2924 | 0.2387 |
ID | 7,200 | 0.2349 | 0.2825 | 0.2372 | ||
Lexicographic | FREQUENCY | 7,394 | 0.2474 | 0.2920 | 0.2405 | |
ID | 7,313 | 0.2507 | 0.2738 | 0.2385 | ||
Random | FREQUENCY | 7,316 | 0.2492 | 0.2907 | 0.2332 | |
ID | 7,663 | 0.2587 | 0.2732 | 0.2227 | ||
Degree | FREQUENCY | 7,375 | 0.2412 | 0.2920 | 0.2418 | |
ID | 7,352 | 0.2352 | 0.2918 | 0.2374 | ||
BFS | FREQUENCY | 7,152 | 0.2453 | 0.2902 | 0.2354 | |
ID | 8,144 | 0.2204 | 0.2854 | 0.2232 | ||
DFS | FREQUENCY | 7,409 | 0.2527 | 0.2917 | 0.2539 | |
ID | 6,498 | 0.2309 | 0.2877 | 0.2228 |