Table 4. Comparison results using the data setting of MICS31.
| Genome | MIMLNN | MIMLSVM | EnMIMLmetric | MIMTL |
|---|---|---|---|---|
| Ranking Loss ↓ | ||||
| HM | 0.3411 ± 0.0229 (4) | 0.3315 ± 0.0161 (3) | 0.3248 ± 0.0092 (2) | 0.2904 ± 0.0348 (1) |
| PF | 0.3153 ± 0.0172 (3) | 0.3443 ± 0.0149 (4) | 0.3136 ± 0.0132 (2) | 0.2784 ± 0.0197 (1) |
| AV | 0.3887 ± 0.0167 (4) | 0.3629 ± 0.0139 (2) | 0.3882 ± 0.0049 (3) | 0.3340 ± 0.0136 (1) |
| GS | 0.4338 ± 0.0116 (4) | 0.3979 ± 0.0153 (2) | 0.4197 ± 0.0084 (3) | 0.3376 ± 0.0224 (1) |
| CE | 0.3929 ± 0.0138 (4) | 0.2759 ± 0.0056 (1) | 0.3643 ± 0.0103 (3) | 0.3139 ± 0.0176 (2) |
| DM | 0.3440 ± 0.0077 (3) | 0.2797 ± 0.0056 (1) | 0.3548 ± 0.0091 (4) | 0.3002 ± 0.0145 (2) |
| SC | 0.4081 ± 0.0071 (2) | 0.2884 ± 0.0022 (1) | 0.4083 ± 0.0067 (3) | 0.4238 ± 0.0174 (4) |
| Average Rank | 3.4286 | 2 | 2.8571 | 1.7143 |
| Coverage ↓ | ||||
| HM | 104.9102 ± 6.1158 (4) | 96.5986 ± 4.5074 (2) | 99.1306 ± 3.6104 (3) | 82.9551 ± 8.3830 (1) |
| PF | 147.5855 ± 6.2129 (4) | 147.3493 ± 7.0038 (3) | 142.1638 ± 5.3214 (2) | 124.2589 ± 7.3765 (1) |
| AV | 168.0298 ± 5.7280 (4) | 147.0354 ± 5.5012 (2) | 160.9854 ± 2.6453 (3) | 139.0677 ± 5.6253 (1) |
| GS | 159.9543 ± 4.0170 (4) | 139.6457 ± 4.5796 (2) | 151.9766 ± 3.9327 (3) | 120.0859 ± 8.4693 (1) |
| CE | 453.8295 ± 13.6709 (4) | 315.3995 ± 6.1653 (1) | 421.4290 ± 9.1993 (3) | 360.8714 ± 17.8819 (2) |
| DM | 479.2888 ± 8.2933 (3) | 376.5261 ± 7.0924 (1) | 480.6691 ± 8.4298 (4) | 407.3001 ± 18.8377 (2) |
| SC | 834.1562 ± 11.0925 (3) | 568.0499 ± 4.9514 (1) | 834.9128 ± 9.2612 (4) | 820.2915 ± 21.4581 (2) |
| Average Rank | 3.7143 | 1.7143 | 3.1429 | 1.4286 |
| Average-Recall ↑ | ||||
| HM | 0.0020 ± 0.0028 (4) | 0.0951 ± 0.0185 (3) | 0.1451 ± 0.0191 (2) | 0.2840 ± 0.0377 (1) |
| PF | 0.0039 ± 0.0031 (4) | 0.0748 ± 0.0312 (3) | 0.0859 ± 0.0086 (2) | 0.2910 ± 0.0379 (1) |
| AV | 0.0074 ± 0.0084 (4) | 0.0548 ± 0.0132 (2) | 0.0470 ± 0.0063 (3) | 0.1819 ± 0.0221 (1) |
| GS | 0.0055 ± 0.0053 (4) | 0.0830 ± 0.0204 (3) | 0.1405 ± 0.0343 (2) | 0.2244 ± 0.0266 (1) |
| CE | 0.0756 ± 0.0042 (4) | 0.1022 ± 0.0045 (3) | 0.1310 ± 0.0055 (2) | 0.1779 ± 0.0163 (1) |
| DM | 0.0499 ± 0.0058 (4) | 0.0713 ± 0.0050 (3) | 0.1104 ± 0.0067 (2) | 0.1808 ± 0.0124 (1) |
| SC | 0.0062 ± 0.0023 (4) | 0.0289 ± 0.0010 (2) | 0.0269 ± 0.0026 (3) | 0.0455 ± 0.0235 (1) |
| Average Rank | 4 | 2.7143 | 2.2857 | 1 |
| Average-F1 ↑ | ||||
| HM | 0.0040 ± 0.0054 (4) | 0.1315 ± 0.0220 (3) | 0.2042 ± 0.0191 (2) | 0.2459 ± 0.0433 (1) |
| PF | 0.0076 ± 0.0060 (4) | 0.1072 ± 0.0374 (3) | 0.1342 ± 0.0103 (2) | 0.2496 ± 0.0411 (1) |
| AV | 0.0136 ± 0.0151 (4) | 0.0800 ± 0.0173 (2) | 0.0777 ± 0.0092 (3) | 0.1659 ± 0.0245 (1) |
| GS | 0.0107 ± 0.0099 (4) | 0.1130 ± 0.0242 (3) | 0.1775 ± 0.0325 (2) | 0.1910 ± 0.0304 (1) |
| CE | 0.1086 ± 0.0047 (4) | 0.1418 ± 0.0046 (3) | 0.1695 ± 0.0052 (2) | 0.1698 ± 0.0129 (1) |
| DM | 0.0781 ± 0.0076 (4) | 0.1076 ± 0.0062 (3) | 0.1458 ± 0.0064 (2) | 0.1698 ± 0.0096 (1) |
| SC | 0.0116 ± 0.0042 (4) | 0.0473 ± 0.0014 (2) | 0.0427 ± 0.0033 (3) | 0.0502 ± 0.0194 (1) |
| Average Rank | 4 | 2.7143 | 2.2857 | 1 |
↓ (↑) indicates the smaller (larger), the better of the performance.