Table 8. Comparison of classification Improvement (%) for Breast Cancer dataset.
| Breast Cancer | |||
| Algorithm | Normalization | Without Outliers | Without Outliers Normalized |
| AdaBoostM1 | 0.00 | 3.36 | 3.36 |
| BayesNet | 0.00 | 2.12 | 2.13 |
| BFTree | −0.08 | 2.96 | 2.82 |
| CHAT-OHM | 0.52 | 3.95 | 2.69 |
| ComplementNaiveBayes | N/A | 1.36 | N/A |
| ConjunctiveRule | 0.00 | 1.80 | 1.80 |
| DecisionTable | 0.00 | 1.47 | 1.48 |
| DMNBtext | 24.99 | 0.50 | 29.48 |
| IB1 | −0.29 | 3.60 | 3.60 |
| LWL | 0.00 | 4.27 | 4.27 |
| MultiBoostAB | 0.00 | 2.52 | 2.52 |
| MultiScheme | 0.00 | 0.50 | 0.50 |
| NaiveBayes | −0.15 | 1.67 | 1.53 |
| NaiveBayesMultinomial | N/A | 1.92 | N/A |
| RandomForest | −0.14 | 2.08 | 2.23 |
| RandomTree | 0.05 | 3.01 | 2.91 |
| RBFNetwork | 0.00 | 2.10 | 2.10 |
| SMO | 0.01 | 2.63 | 2.63 |
| Vote | 0.00 | 0.50 | 0.50 |
| VotedPerceptron | 5.79 | 1.82 | 8.8 |