Table 6.
AUC results of coauthorship networks, computer networks and infrastructure networks
| Coauthorship Networks | Computer Networks | Infrastructure Networks | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Methods | APH | CM | GQ | HPH | HTH | CAD | GNT | RT | CHO | EUR | OFS | PG | USA |
| CN | 0.9854 | 0.9647 | 0.9145 | 0.9799 | 0.9000 | 0.9599 | 0.6887 | 0.7040 | 0.4980 | 0.5137 | 0.9364 | 0.5951 | 0.9534 |
| Salton | 0.9863 | 0.9651 | 0.9165 | 0.9796 | 0.9013 | 0.9602 | 0.6702 | 0.6827 | 0.4980 | 0.5134 | 0.9364 | 0.5893 | 0.9404 |
| JI | 0.9856 | 0.9646 | 0.9161 | 0.9797 | 0.9025 | 0.9699 | 0.6715 | 0.6821 | 0.4980 | 0.5132 | 0.9346 | 0.5968 | 0.9377 |
| Sorens | 0.9855 | 0.9652 | 0.9164 | 0.9796 | 0.9002 | 0.9601 | 0.6719 | 0.6835 | 0.4981 | 0.5153 | 0.9383 | 0.5956 | 0.9359 |
| HPI | 0.9861 | 0.9649 | 0.9181 | 0.9795 | 0.8993 | 0.9603 | 0.6846 | 0.6923 | 0.4976 | 0.5134 | 0.9346 | 0.5954 | 0.9079 |
| HDI | 0.9861 | 0.9651 | 0.9184 | 0.9796 | 0.9042 | 0.9598 | 0.6728 | 0.6836 | 0.4977 | 0.5141 | 0.9339 | 0.5914 | 0.9367 |
| LLHN | 0.9858 | 0.9648 | 0.9166 | 0.9793 | 0.9023 | 0.9596 | 0.6683 | 0.6805 | 0.4980 | 0.5134 | 0.9275 | 0.5949 | 0.8449 |
| AA | 0.9863 | 0.9653 | 0.9215 | 0.9794 | 0.9055 | 0.9602 | 0.6923 | 0.7072 | 0.4975 | 0.5121 | 0.9407 | 0.5895 | 0.9570 |
| RA | 0.9857 | 0.9654 | 0.9161 | 0.9798 | 0.9017 | 0.9604 | 0.6920 | 0.7019 | 0.4980 | 0.5141 | 0.9462 | 0.5966 | 0.9615 |
| PA | 0.9463 | 0.9126 | 0.7428 | 0.9561 | 0.7273 | 0.9124 | 0.8316 | 0.7467 | 0.2205 | 0.3036 | 0.8640 | 0.4540 | 0.9298 |
| LNBCN | 0.9862 | 0.9651 | 0.9194 | 0.9782 | 0.9025 | 0.9602 | 0.6927 | 0.7011 | 0.4979 | 0.5138 | 0.9418 | 0.5954 | 0.9547 |
| LNBAA | 0.9863 | 0.9653 | 0.9167 | 0.9800 | 0.9023 | 0.9604 | 0.6921 | 0.7030 | 0.4979 | 0.5135 | 0.9431 | 0.5934 | 0.9568 |
| LNBRA | 0.9865 | 0.9650 | 0.9178 | 0.9808 | 0.9062 | 0.9601 | 0.6923 | 0.7084 | 0.4980 | 0.5139 | 0.9415 | 0.5911 | 0.9617 |
| TSCN | 0.5438 | 0.7392 | 0.6369 | 0.5138 | 0.7562 | 0.5129 | 0.5102 | 0.5291 | 0.4720 | 0.6459 | 0.4944 | 0.6452 | 0.4390 |
| LPI | 0.9893 | 0.9716 | 0.9329 | 0.9841 | 0.9233 | 0.9694 | 0.7879 | 0.7624 | 0.4945 | 0.5371 | 0.9465 | 0.6482 | 0.9545 |
| KI | 0.9905 | 0.9757 | 0.9166 | 0.9849 | 0.8972 | 0.9731 | 0.7988 | 0.6939 | 0.4565 | 0.6451 | 0.9308 | 0.6602 | 0.1754 |
| GLHN | 0.9907 | 0.9793 | 0.8914 | 0.9862 | 0.8748 | 0.9757 | 0.7147 | 0.4394 | 0.7130 | 0.6128 | 0.8584 | 0.6492 | 0.6913 |
| ACT | 0.9485 | 0.9384 | 0.8103 | 0.9711 | 0.7764 | 0.9362 | 0.9359 | 0.8279 | 0.9847 | 0.9075 | 0.8896 | 0.9540 | 0.9304 |
| RWR | 0.9914 | 0.9761 | 0.9161 | 0.9853 | 0.8966 | 0.8481 | 0.8396 | 0.7798 | 0.4551 | 0.6594 | 0.9334 | 0.6697 | 0.9514 |
| SR | 0.9912 | 0.9759 | 0.9188 | 0.9851 | 0.8945 | 0.7816 | 0.7481 | 0.5942 | 0.4716 | 0.7021 | 0.9159 | 0.7689 | 0.8507 |
| LRW | 0.9913 | 0.9757 | 0.9318 | 0.9857 | 0.9215 | 0.8466 | 0.8338 | 0.7833 | 0.4950 | 0.5401 | 0.9545 | 0.6522 | 0.9616 |
| SRW | 0.9915 | 0.9755 | 0.9302 | 0.9859 | 0.9229 | 0.8427 | 0.8310 | 0.7813 | 0.4932 | 0.5392 | 0.9504 | 0.6521 | 0.9604 |
| MFI | 0.9902 | 0.9748 | 0.9103 | 0.9842 | 0.8977 | 0.8286 | 0.8022 | 0.7054 | 0.4536 | 0.6472 | 0.9237 | 0.6650 | 0.9236 |
| SBM | – | – | 0.8939 | – | 0.8517 | – | 0.9375 | 0.9391 | 0.8835 | 0.6823 | 0.9373 | 0.6534 | 0.9688 |
| SVM | 0.7324 | 0.8346 | 0.8619 | 0.7726 | 0.8845 | 0.7295 | 0.8197 | 0.7864 | 0.8097 | 0.6111 | 0.8063 | 0.5002 | 0.7152 |
| KNN | 0.8391 | 0.8980 | 0.9043 | 0.7818 | 0.9027 | 0.6302 | 0.6244 | 0.5549 | 0.5846 | 0.5485 | 0.7847 | 0.5970 | 0.7153 |
| DT | 0.5972 | 0.5998 | 0.5883 | 0.6053 | 0.5869 | 0.5588 | 0.5708 | 0.5233 | 0.5386 | 0.5812 | 0.5135 | 0.5494 | 0.5917 |
| Bayes | 0.9667 | 0.9611 | 0.9394 | 0.9268 | 0.9277 | 0.9110 | 0.9056 | 0.7967 | 0.5248 | 0.5030 | 0.8761 | 0.7629 | 0.7966 |
| LR | 0.7584 | 0.6853 | 0.6879 | 0.8791 | 0.5618 | 0.9191 | 0.8602 | 0.7861 | 0.4157 | 0.3385 | 0.6842 | 0.4572 | 0.7430 |
| MLP | 0.7233 | 0.7659 | 0.7768 | 0.6305 | 0.7308 | 0.6857 | 0.8034 | 0.7655 | 0.4209 | 0.3426 | 0.6807 | 0.4634 | 0.7451 |
| MF | – | – | 0.9188 | 0.9628 | 0.9206 | 0.9782 | 0.9745 | – | 0.9699 | 0.8416 | 0.9619 | 0.8942 | 0.9702 |
| DeepWalk | 0.6935 | 0.7250 | 0.7753 | 0.6829 | 0.6718 | 0.5919 | 0.5784 | 0.6702 | 0.8873 | 0.7848 | 0.6896 | 0.7251 | 0.6021 |
| Node2vec | 0.9925 | 0.9701 | 0.9349 | 0.9407 | 0.9264 | 0.9722 | 0.9518 | 0.9617 | 0.9889 | 0.9805 | 0.9588 | 0.9904 | 0.8544 |
| Struc2vec | 0.9931 | 0.9832 | 0.9458 | 0.9497 | 0.9399 | 0.9835 | 0.9597 | 0.9739 | 0.8671 | 0.8973 | 0.9598 | 0.8257 | 0.9235 |
| GCN | 0.6372 | 0.5730 | 0.5685 | 0.5587 | 0.5960 | 0.6410 | 0.5900 | 0.6896 | 0.4970 | 0.5338 | 0.5962 | 0.5144 | 0.5356 |
| GraphSAGE | 0.8002 | 0.7508 | 0.7730 | 0.8939 | 0.7323 | 0.8356 | 0.7923 | 0.7988 | 0.6743 | 0.6515 | 0.8536 | 0.6851 | 0.8758 |
| WLNM | 0.8563 | 0.8819 | 0.9269 | – | 0.8821 | 0.7268 | 0.7441 | 0.8802 | 0.9149 | 0.7042 | 0.9319 | 0.7701 | 0.9088 |
| DGCNN | 0.9169 | 0.9161 | 0.9100 | 0.9168 | 0.8404 | 0.8632 | 0.9232 | 0.9108 | 0.9789 | 0.9667 | 0.9406 | 0.9259 | 0.9311 |
| SEAL | 0.9925 | 0.9913 | 0.9793 | 0.9902 | 0.9659 | – | 0.9587 | – | 0.9705 | 0.7796 | 0.9730 | 0.7864 | 0.9600 |
| LINE | 0.9261 | 0.9691 | 0.9615 | 0.9598 | 0.9366 | 0.5659 | 0.5484 | 0.5285 | 0.4253 | 0.5957 | 0.8275 | 0.7311 | 0.4646 |
| SDNE | 0.8814 | 0.8625 | 0.7518 | 0.8325 | 0.8172 | 0.9609 | 0.9498 | 0.9503 | 0.9655 | 0.9695 | 0.9253 | 0.9648 | 0.9054 |
| VERSE | 0.9992 | 0.9994 | 0.9979 | 0.9992 | 0.9978 | 0.9977 | 0.9853 | 0.9965 | 0.9655 | 0.9863 | 0.9956 | 0.9948 | 0.9928 |