Table 9.
Average performance (F-measure) of the classification algorithms
Experiment | Cancer | C4.5 | RIPPER | CAMUR | Random Forest |
---|---|---|---|---|---|
RNA sequencing | BRCA | 98.5 | 98.1 | 98.2 | 97.3 |
THCA | 97.7 | 97.2 | 97.6 | 98.4 | |
KIRP | 98.8 | 98.8 | 95.2 | 99.4 | |
DNA methylation | BRCA | 97.2 | 97.5 | 97.4 | 98.3 |
THCA | 96.1 | 96.3 | 95.1 | 97.0 | |
KIRP | 97.8 | 96.5 | 98.0 | 99.0 | |
Combined | BRCA | 97.2 | 97.5 | 97.8 | 98.9 |
THCA | 96.4 | 95.2 | 97.2 | 97.3 | |
KIRP | 98.0 | 96.8 | 98.4 | 98.2 |