From: A particle swarm based hybrid system for imbalanced medical data sampling
Method | Metric | Classifier | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
 |  | J48 | 3NN | NB | RF5 | LOG | 1NN | 7NN | SMO | RF10 | RBFNet | R. Avg. |
PSO | AUC | 0.693 | 0.656 | 0.706 | 0.656 | 0.736 | 0.612 | 0.696 | 0.667 | 0.660 | 0.720 | 0.680 |
 | FMeasure | 0.495 | 0.446 | 0.458 | 0.430 | 0.494 | 0.409 | 0.485 | 0.486 | 0.434 | 0.487 | 0.462 |
 | GMean | 0.671 | 0.622 | 0.634 | 0.605 | 0.668 | 0.590 | 0.662 | 0.655 | 0.614 | 0.663 | 0.638 |
 | C. Avg. | 0.620 | 0.575 | 0.599 | 0.564 | 0.633 | 0.537 | 0.614 | 0.603 | 0.569 | 0.623 | 0.593 |
RU | AUC | 0.663 | 0.647 | 0.713 | 0.632 | 0.745 | 0.597 | 0.689 | 0.666 | 0.638 | 0.710 | 0.669 |
 | FMeasure | 0.474 | 0.425 | 0.417 | 0.419 | 0.511 | 0.393 | 0.461 | 0.486 | 0.424 | 0.462 | 0.447 |
 | GMean | 0.643 | 0.609 | 0.586 | 0.600 | 0.686 | 0.577 | 0.641 | 0.655 | 0.605 | 0.639 | 0.624 |
 | C. Avg. | 0.593 | 0.560 | 0.572 | 0.550 | 0.647 | 0.522 | 0.597 | 0.602 | 0.556 | 0.604 | 0.580 |
RO | AUC | 0.657 | 0.635 | 0.710 | 0.618 | 0.749 | 0.573 | 0.652 | 0.671 | 0.629 | 0.715 | 0.661 |
 | FMeasure | 0.460 | 0.422 | 0.375 | 0.387 | 0.514 | 0.339 | 0.432 | 0.491 | 0.380 | 0.474 | 0.428 |
 | GMean | 0.635 | 0.607 | 0.538 | 0.568 | 0.689 | 0.522 | 0.615 | 0.663 | 0.561 | 0.651 | 0.605 |
 | C. Avg. | 0.584 | 0.555 | 0.541 | 0.524 | 0.651 | 0.478 | 0.566 | 0.608 | 0.523 | 0.613 | 0.565 |
Cluster | AUC | 0.616 | 0.660 | 0.677 | 0.614 | 0.651 | 0.571 | 0.661 | 0.658 | 0.629 | 0.711 | 0.645 |
 | FMeasure | 0.449 | 0.420 | 0.382 | 0.405 | 0.429 | 0.318 | 0.414 | 0.419 | 0.348 | 0.454 | 0.404 |
 | GMean | 0.587 | 0.583 | 0.556 | 0.559 | 0.560 | 0.534 | 0.616 | 0.635 | 0.608 | 0.658 | 0.590 |
 | C. Avg. | 0.551 | 0.554 | 0.538 | 0.526 | 0.547 | 0.474 | 0.564 | 0.571 | 0.528 | 0.608 | 0.546 |