Table 2 Comparison of prediction accuracy under the metric of root mean squared error for the top-L ranked links.
From: Weight prediction in complex networks based on neighbor set
Network\Index | CN | WCN | rWCN | AA | WAA | rWAA | RA | WRA | rWRA |
---|---|---|---|---|---|---|---|---|---|
Celegans | 0.535 | 0.529 | 0.531 | 0.528 | 0.524 | 0.527 | 0.531 | 0.53 | 0.536 |
0.0587 | 0.0595 | 0.0583 | 0.0623 | 0.0629 | 0.0627 | 0.0616 | 0.0616 | 0.0607 | |
Everglades | 0.0821 | 0.0795 | 0.0978 | 0.089 | 0.107 | 0.104 | 0.101 | 0.116 | 0.11 |
0.0686 | 0.0806 | 0.124 | 0.082 | 0.118 | 0.135 | 0.102 | 0.127 | 0.132 | |
USAir1 | 0.00217 | 0.00359 | 0.00419 | 0.00223 | 0.00426 | 0.00433 | 0.00216 | 0.00419 | 0.00441 |
0.00194 | 0.00485 | 0.00468 | 0.00197 | 0.00455 | 0.00477 | 0.0018 | 0.00445 | 0.00466 | |
USAir2 | 0.73 | 0.73 | 0.731 | 0.729 | 0.729 | 0.73 | 0.726 | 0.725 | 0.724 |
0.045 | 0.0446 | 0.0442 | 0.0455 | 0.045 | 0.0447 | 0.053 | 0.0529 | 0.0499 | |
Advogato | 0.313 | 0.311 | 0.309 | 0.311 | 0.308 | 0.306 | 0.313 | 0.311 | 0.307 |
0.0408 | 0.0416 | 0.0424 | 0.0439 | 0.0457 | 0.0466 | 0.0506 | 0.0518 | 0.0528 | |
Geom | 0.435 | 0.419 | 0.41 | 0.39 | 0.377 | 0.37 | 0.369 | 0.358 | 0.347 |
0.0786 | 0.077 | 0.0767 | 0.11 | 0.105 | 0.0978 | 0.129 | 0.131 | 0.12 |