Research Article
Ensemble Classification Based on Feature Selection for Environmental Sound Recognition
Table 2
Accuracy of different feature selection methods at k of subsets on environmental sound dataset.
| Methods | Accuracy | k=1/2 | k=2/3 | k=3/4 |
| Correlation | 0.63 | 0.684 | 0.677 | GainRatio | 0.643 | 0.66 | 0.685 | InfoGain | 0.662 | 0.673 | 0.672 | OneR | 0.656 | 0.662 | 0.67 | ReliefF | 0.607 | 0.65 | 0.676 | SymmetricalUncert | 0.66 | 0.67 | 0.668 | csFs | 0.6374 | 0.6844 | 0.6899 | MmEnFs1 | 0.734 | 0.73 | 0.706 | MmEnFs2 | 0.756 | 0.747 | 0.7215 |
|
|