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. 2018 Jun 28;23(7):1569. doi: 10.3390/molecules23071569

Table 4.

Comparing the performance of diverse classifiers.

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