Link Prediction on ca-HepTh (AUC-ROC and dspec)
0.921AUC-ROCSPECTRA (η = 0)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SPECTRA (η = 0)d=1282026.05 | 0.921 | 127 | |
| SPECTRA (med dspec)d=1282026.05 | 0.92 | 109.04 | |
| SPECTRA (med dspec)d=642026.05 | 0.917 | 60.61 | |
| SPECTRA (η = 0)d=642026.05 | 0.915 | 63.94 | |
| SPECTRA (med dspec)d=322026.05 | 0.911 | 30.55 | |
| SPECTRA (η = 0)d=322026.05 | 0.91 | 31.99 | |
| SPECTRA (min dspec)d=1282026.05 | 0.908 | 21.59 | |
| ROLE2VECd=162026.05 | 0.907 | 15.12 | |
| SPECTRA (med dspec)d=162026.05 | 0.905 | 15.06 | |
| SPECTRA (min dspec)d=642026.05 | 0.905 | 13.11 | |
| ROLE2VECd=322026.05 | 0.902 | 30.13 | |
| SPECTRA (η = 0)d=162026.05 | 0.902 | 15.99 | |
| ROLE2VECd=642026.05 | 0.896 | 58.86 | |
| SPECTRA (min dspec)d=322026.05 | 0.895 | 8.24 | |
| NODE2VECd=642026.05 | 0.892 | 63.36 | |
| NODE2VECd=1282026.05 | 0.892 | 109.57 | |
| HM-LDMd=1282026.05 | 0.891 | 95.85 | |
| SPECTRA (min dspec)d=162026.05 | 0.891 | 5.47 | |
| NODE2VECd=322026.05 | 0.888 | 31.8 | |
| NODE2VECd=162026.05 | 0.883 | 15.95 | |
| ROLE2VECd=1282026.05 | 0.882 | 108.52 | |
| HM-LDMd=322026.05 | 0.877 | 29.32 | |
| MNMFd=1282026.05 | 0.876 | 126.7 | |
| HM-LDMd=162026.05 | 0.876 | 14.7 | |
| MNMFd=642026.05 | 0.875 | 62.91 | |
| HM-LDMd=642026.05 | 0.874 | 56.3 | |
| MNMFd=322026.05 | 0.864 | 30.97 | |
| GRAREPd=162026.05 | 0.846 | 5.47 | |
| MNMFd=162026.05 | 0.845 | 14.99 | |
| GRAREPd=322026.05 | 0.842 | 8.24 | |
| NETMFd=322026.05 | 0.836 | 31.41 | |
| GRAREPd=642026.05 | 0.832 | 13.11 | |
| NETMFd=162026.05 | 0.831 | 15.75 | |
| NETMFd=642026.05 | 0.827 | 62.37 | |
| GRAREPd=1282026.05 | 0.825 | 21.59 | |
| NETMFd=1282026.05 | 0.81 | 122.42 |