Table 3.
Classifier |
|||||
---|---|---|---|---|---|
Feature | NB | DT | SVM | RF | |
Set1 | P | 0.514 | 0.464 | 0.657 | 0.587 |
R | 0.731 | 0.410 | 0.564 | 0.474 | |
F | 0.603 | 0.435 | 0.607 | 0.525 | |
Set2 | P | 0.491 | 0.397 | 0.652 | 0.589 |
R | 0.705 | 0.372 | 0.577 | 0.423 | |
F | 0.579 | 0.384 | 0.612 | 0.493 | |
Set3 | P | 0.505 | 0.530 | 0.647 | 0.614 |
R | 0.705 | 0.449 | 0.564 | 0.449 | |
F | 0.588 | 0.486 | 0.603 | 0.519 | |
Combined | P | 0.496 | 0.447 | 0.551 | 0.644 |
R | 0.718 | 0.487 | 0.692 | 0.744 | |
F | 0.586 | 0.466 | 0.614 | 0.690 | |
PCA | P | 0.400 | 0.446 | 0.441 | 0.438 |
(combined) | R | 0.590 | 0.526 | 0.385 | 0.628 |
F | 0.477 | 0.482 | 0.411 | 0.516 |