Table 4.
Feature | Classifier | Pre | Rec | F | Feature | Classifier | Pre | Rec | F |
---|---|---|---|---|---|---|---|---|---|
Degree | NB | 0.714 | 0.227 | 0.345 | EC | NB | 0.719 | 0.162 | 0.264 |
SMO | 0.686 | 0.150 | 0.246 | SMO | 0.736 | 0.127 | 0.216 | ||
J48 | 0.667 | 0.598 | 0.631 | J48 | 0.653 | 0.509 | 0.572 | ||
LMT | 0.667 | 0.598 | 0.631 | LMT | 0.634 | 0.546 | 0.587 | ||
RF | 0.661 | 0.576 | 0.615 | RF | 0.533 | 0.522 | 0.528 | ||
RT | 0.664 | 0.586 | 0.623 | RT | 0.531 | 0.524 | 0.528 | ||
REPT | 0.658 | 0.599 | 0.627 | REPT | 0.629 | 0.543 | 0.583 | ||
NC | 0.667 | 0.598 | 0.631 | NC | 0.660 | 0.401 | 0.499 | ||
SC | NB | 0.670 | 0.054 | 0.100 | PeC | NB | 0.810 | 0.244 | 0.375 |
SMO | 0.714 | 0.017 | 0.033 | SMO | 0.846 | 0.175 | 0.290 | ||
J48 | 0.655 | 0.513 | 0.575 | J48 | 0.759 | 0.295 | 0.425 | ||
LMT | 0.638 | 0.542 | 0.586 | LMT | 0.682 | 0.402 | 0.506 | ||
RF | 0.532 | 0.530 | 0.531 | RF | 0.542 | 0.538 | 0.540 | ||
RT | 0.529 | 0.532 | 0.531 | RT | 0.541 | 0.538 | 0.540 | ||
REPT | 0.618 | 0.559 | 0.587 | REPT | 0.660 | 0.402 | 0.499 | ||
NC | 0.665 | 0.376 | 0.481 | NC | 0.747 | 0.341 | 0.468 | ||
ION | NB | 0.722 | 0.638 | 0.678 | Modules | NB | 0.715 | 0.530 | 0.609 |
SMO | 0.715 | 0.663 | 0.688 | SMO | 0.715 | 0.530 | 0.609 | ||
J48 | 0.711 | 0.626 | 0.665 | J48 | 0.715 | 0.530 | 0.609 | ||
LMT | 0.707 | 0.679 | 0.692 | LMT | 0.715 | 0.530 | 0.609 | ||
RF | 0.662 | 0.568 | 0.611 | RF | 0.715 | 0.530 | 0.609 | ||
RT | 0.659 | 0.584 | 0.619 | RT | 0.715 | 0.530 | 0.609 | ||
REPT | 0.708 | 0.638 | 0.671 | REPT | 0.715 | 0.530 | 0.609 | ||
NC | 0.717 | 0.655 | 0.684 | NC | 0.715 | 0.530 | 0.609 | ||
Nucleus | NB | 0.654 | 0.638 | 0.646 | UDoNC | NB | 0.828 | 0.226 | 0.355 |
SMO | 0.654 | 0.638 | 0.646 | SMO | 0.902 | 0.039 | 0.076 | ||
J48 | 0.654 | 0.638 | 0.646 | J48 | 0.722 | 0.544 | 0.620 | ||
LMT | 0.654 | 0.638 | 0.646 | LMT | 0.716 | 0.553 | 0.624 | ||
RF | 0.654 | 0.638 | 0.646 | RF | 0.693 | 0.693 | 0.577 | ||
RT | 0.654 | 0.638 | 0.646 | RT | 0.689 | 0.495 | 0.576 | ||
REPT | 0.654 | 0.638 | 0.646 | REPT | 0.690 | 0.589 | 0.636 | ||
NC | 0.654 | 0.638 | 0.646 | NC | 0.759 | 0.459 | 0.572 | ||
Feature subset | NB | 0.807 | 0.380 | 0.516 | |||||
SMO | 0.740 | 0.710 | 0.725 | ||||||
J48 | 0.728 | 0.717 | 0.722 | ||||||
LMT | 0.736 | 0.723 | 0.729 | ||||||
RF | 0.710 | 0.729 | 0.720 | ||||||
RT | 0.644 | 0.661 | 0.652 | ||||||
REPT | 0.705 | 0.689 | 0.697 | ||||||
NC | 0.745 | 0.715 | 0.730 |