Research Article
A Complex Heterogeneous Network Model of Disease Regulated by Noncoding RNAs: A Case Study of Unstable Angina Pectoris
Table 4
Link prediction results for
M-
T,
T-
T, and
T-
calculated by MR and MRR.
| | RotatE | TransE | KG2E | DistMult | RGCN | CompGCN |
| MT | MR | 7.9155 ± 0.7216 | 12.7434 ± 1.581 | 16.6473 ± 1.9285 | 29.1253 ± 31.6744 | 9.9069 ± 1.3969 | 12.7025 ± 1.3974 | MRR | 0.1274 ± 0.0134 | 0.0795 ± 0.0090 | 0.0608 ± 0.0071 | 0.0638 ± 0.0343 | 0.1031 ± 0.0171 | 0.0796 ± 0.0087 |
| TT | MR | 3.3667 ± 0.1477 | 8.9800 ± 0.2236 | 4.2304 ± 0.2909 | 16.3310 ± 24.3477 | 3.3050 ± 0.1418 | 2.9691 ± 0.1183 | MRR | 0.2976 ± 0.0135 | 0.1402 ± 0.0099 | 0.2373 ± 0.0154 | 0.1675 ± 0.0847 | 0.3031 ± 0.0132 | 0.3373 ± 0.0134 |
| TP | MR | 4.4050 ± 0.4242 | 7.8392 ± 1.0865 | 12.4661 ± 2.2471 | 24.3245 ± 31.8611 | 4.4954 ± 0.3793 | 5.2599 ± 0.6200 | MRR | 0.2288 ± 0.0210 | 0.1297 ± 0.0174 | 0.0826 ± 0.0151 | 0.0941 ± 0.0501 | 0.2239 ± 0.0189 | 0.1926 ± 0.0234 |
|
|
Bold values indicate the best results on that task.
|