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The influence of noise on classification performance for the second learning scheme.
| Classifier | Noise Level | |||
|---|---|---|---|---|
| 0% | 1% | 3% | 5% | |
| k-NN | 100% | 95.1% | 86.1% | 80.4% |
| Discriminant analysis | 68.0% | 55.9% | 45.9% | 39.2% |
| Decision trees | 99.7% | 86.3% | 71.9% | 64.5% |
| Naïve Bayes | 98.0% | 75.7% | 57.4% | 50.0% |
| Support Vector Machines | 100% | 77.8% | 59.1% | 54.2% |
