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The influence of noise on classification performance for the first learning scheme.
| Classifier | Noise Level | |||
|---|---|---|---|---|
| 0% | 1% | 3% | 5% | |
| k-NN | 100% | 89.2% | 83.6% | 77.1% |
| Discriminant analysis | 75.7% | 66.2% | 58.9% | 54.7% |
| Decision trees | 100% | 74.5% | 69.4% | 67.9% |
| Naïve Bayes | 100% | 64.9% | 60.1% | 56.5% |
| Support Vector Machines | 100% | 67.5% | 53.2% | 50.4% |
