Research Article
Application of Data Denoising and Classification Algorithm Based on RPCA and Multigroup Random Walk Random Forest in Engineering
Table 3
The better number of DTs found by MRW, FS, BS, and GA and the corresponding accuracy rates when
is 0.6.
| | MRW | FS | BS | GA | DTs | Accuracy (%) | DTs | Accuracy (%) | DTs | Accuracy (%) | DTs | Accuracy (%) |
| 0.1% | 93 | 88 | 67 | 86 | 269 | 81.3 | 93 | 88 | 1% | 195 | 86.67 | 95 | 83.33 | 395 | 79.33 | 263 | 84.67 | 2% | 243 | 84 | 79 | 81.33 | 243 | 84 | 89 | 80.67 | 5% | 166 | 84.67 | 153 | 84 | 197 | 82.67 | 684 | 77 | 10% | 293 | 83.33 | 53 | 79.33 | 325 | 81.33 | 159 | 84 | 20% | 97 | 85.33 | 97 | 85.33 | 651 | 75.33 | 463 | 81.33 | 30% | 779 | 84 | 35 | 78.67 | 779 | 84 | 211 | 85.33 |
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