Table 4 The average predicting AUC obtained by 100 independent runs on 17 real directed networks.
From: Link prediction in complex networks via matrix perturbation and decomposition
Network | CN | AA | RA | SPM | LR | MPD |
---|---|---|---|---|---|---|
Bison | 0.798 | 0.801 | 0.794 | 0.714 | 0.770(0.16) | 0.779(0.09) |
Cattle | 0.809 | 0.798 | 0.802 | 0.517 | 0.676(0.16) | 0.800(0.14) |
Football | 0.966 | 0.964 | 0.966 | 0.791 | 0.725(0.22) | 0.948(0.11) |
Gramdry | 0.750 | 0.761 | 0.757 | 0.757 | 0.924(0.14) | 0.956(0.13) |
Gramwet | 0.752 | 0.763 | 0.760 | 0.748 | 0.935(0.14) | 0.963(0.15) |
Cypdry | 0.783 | 0.781 | 0.780 | 0.822 | 0.868(0.14) | 0.951(0.13) |
Cypwet | 0.783 | 0.783 | 0.779 | 0.832 | 0.867(0.14) | 0.952(0.11) |
Mangdry | 0.761 | 0.775 | 0.783 | 0.771 | 0.887(0.12) | 0.945(0.12) |
Mangwet | 0.769 | 0.783 | 0.787 | 0.785 | 0.893(0.12) | 0.951(0.09) |
Polbooks | 0.903 | 0.891 | 0.903 | 0.876 | 0.553(0.22) | 0.918(0.38) |
Baydry | 0.739 | 0.740 | 0.742 | 0.821 | 0.898(0.11) | 0.965(0.09) |
Baywet | 0.742 | 0.746 | 0.751 | 0.822 | 0.902(0.12) | 0.956(0.10) |
C. elegans | 0.805 | 0.809 | 0.812 | 0.902 | 0.593(0.16) | 0.903(0.07) |
USAir | 0.966 | 0.964 | 0.973 | 0.955 | 0.833(0.10) | 0.973(0.22) |
Email-Eu | 0.946 | 0.948 | 0.952 | 0.966 | 0.749(0.06) | 0.962(0.02) |
PB | 0.928 | 0.916 | 0.927 | 0.943 | 0.669(0.04) | 0.961(0.02) |
CollegeMsg | 0.735 | 0.747 | 0.755 | 0.960 | 0.546(0.24) | 0.921(0.01) |