Table 12. ROC-AUC Scores of Models on “Cardiac Disorders”a.
C.D. | RF (100 trees) | Graph Conv | Siamese | AttnLSTM | IterRefLSTM |
---|---|---|---|---|---|
10+/10– | 0.552 ± 0.036 | 0.456 ± 0.038 | 0.687 ± 0.089 | 0.532 ± 0.076 | 0.691 ± 0.002 |
5+/10– | 0.560 ± 0.041 | 0.444 ± 0.027 | 0.678 ± 0.085 | 0.534 ± 0.053 | 0.704 ± 0.002 |
1+/10– | 0.540 ± 0.029 | 0.422 ± 0.035 | 0.544 ± 0.056 | 0.504 ± 0.016 | 0.555 ± 0.012 |
1+/5– | 0.537 ± 0.052 | 0.447 ± 0.035 | 0.536 ± 0.052 | 0.517 ± 0.045 | 0.674 ± 0.005 |
1+/1– | 0.506 ± 0.039 | 0.461 ± 0.0478 | 0.543 ± 0.068 | 0.509 ± 0.029 | 0.704 ± 0.001 |
Numbers reported are means and standard deviations. Each model is evaluated 20 times with different support sets to compute means and standard deviations. The model with highest mean in each row is highlighted. The notation 10+/10– indicates supports with 10 positive examples and 10 negative examples.