Table 5.
Detailed performance analysis of prediction model without random under-sampling.
Class | |||||
---|---|---|---|---|---|
Desirable | Borderline_high | High | Very_High | Weighted Avg. | |
TP Rate | 0.937 | 0.05 | 0.296 | 0.024 | 0.762 |
FP Rate | 0.777 | 0.03 | 0.053 | 0.001 | 0.542 |
Precisionµ | 0.78 | 0.493 | 0.573 | 0.133 | 0.669 |
Recallµ | 0.937 | 0.451 | 0.396 | 0.024 | 0.735 |
F-Measureµ | 0.851 | 0.279 | 0.349 | 0.04 | 0.676 |
PrecisionM | 0.757 | 0.561 | 0.651 | 0.416 | 0.677 |
RecallM | 0.832 | 0.59 | 0.503 | 0.366 | 0.713 |
MCC | 0.328 | 0.247 | 0.195 | 0.055 | 0.299 |
AROC | 0.748 | 0.631 | 0.738 | 0.507 | 0.731 |