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Performance of the classifiers in WBC dataset.
| Experiments steps | Classifier accuracy | ||
|---|---|---|---|
| J48 | NB | SMO | |
| Original Without preprocessing | 94.56% | 95.99% | 96.99% |
| After removing missing values & discretization | 95.91% | 97.37% | 96.78% |
| After applying resample filter (first time) | 95.91% | 97.51% | 98.97% |
| Applying resample filter (second time) | 97.95% | 98.10% | 99.41% |
| Applying resample filter (third time) | 98.68% | 98.10% | 99.12% |
| Applying resample filter (fourth time) | 99.24% | 99.12% | 99.56% |
