TABLE 4.
The Accuracy and AUROC results of different prediction algorithms.
Gene expression | Methylation expression | Gene expression and DNA methylation | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
MI | t-SNE | DEG | MI | t-SNE | DMP | MI | t-SNE | DEG + DMP | ||
RF | ACC | 0.8387 | 0.5448 | 0.9435 | 0.5044 | 0.5766 | 0.9465 | 0.5000 | 0.5726 | 0.9659 |
AUROC | 0.8653 | 0.5489 | 0.9407 | 0.5053 | 0.5889 | 0.9377 | 0.5000 | 0.6209 | 0.9694 | |
KNN | ACC | 0.9293 | 0.5325 | 0.9435 | 0.5641 | 0.5171 | 0.9571 | 0.6132 | 0.4974 | 0.9778 |
AUROC | 0.9290 | 0.4516 | 0.9469 | 0.5667 | 0.5559 | 0.9459 | 0.6065 | 0.5171 | 0.9780 | |
NB | ACC | 0.6714 | 0.5065 | 0.9354 | 0.5044 | 0.6196 | 0.9659 | 0.5000 | 0.6099 | 0.9750 |
AUROC | 0.6264 | 0.4542 | 0.9317 | 0.5000 | 0.6192 | 0.9579 | 0.5000 | 0.5964 | 0.9652 |