Research Article
Application of Data Denoising and Classification Algorithm Based on RPCA and Multigroup Random Walk Random Forest in Engineering
Table 2
The better number of DTs found by MRW, FS, BS, and GA and the corresponding accuracy rates when
is 0.5.
| | MRW | FS | BS | GA | DTs | Accuracy (%) | DTs | Accuracy (%) | DTs | Accuracy (%) | DTs | Accuracy (%) |
| 0.1% | 73 | 98 | 73 | 98 | 799 | 90.67 | 73 | 98 | 1% | 93 | 93.33 | 69 | 88.67 | 535 | 85 | 151 | 91.33 | 2% | 524 | 94 | 135 | 91.33 | 481 | 95.33 | 163 | 96 | 5% | 172 | 92.67 | 91 | 86.67 | 267 | 90 | 97 | 90.67 | 10% | 204 | 94.67 | 109 | 90.67 | 247 | 91 | 173 | 93.33 | 20% | 206 | 94.67 | 55 | 82 | 385 | 89.33 | 537 | 88.67 | 30% | 98 | 94.67 | 91 | 90.67 | 163 | 88 | 133 | 90.67 |
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