Research Article
Applying Randomness Effectively Based on Random Forests for Classification Task of Datasets of Insufficient Information
Table 15
The accuracy of trial random forests (RF) for each class with different parameters.
| | DB world | (, ) | (, : def.) | (, ) |
| | Accuracy per class | | | | | 0 | 74.3% | 91.4% | 94.3% | | 1 | 79.3% | 79.3% | 48.3% | | Accuracy of RF | 76.5625% | 85.9375% | 73.4375% |
| | Lung cancer | (, ) | (, : def.) | (, ) |
| | Accuracy per class | | | | | 1 | 33.3% | 55.6% | 22.2% | | 2 | 38.5% | 69.2% | 46.2% | | 3 | 40% | 40% | 60% | | Accuracy of RF | 37.5% | 56.25% | 43.75% |
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