Research Article
Classification of Earthquake-Induced Damage for R/C Slab Column Frames Using Multiclass SVM and Its Combination with MLP Neural Network
Table 6
The SEN, SPC, PRE, ACC, Error, NPV, and PPV values for each class.
| ā | Train data | Test data | All data | Class 1 | Class 2 | Class 3 | Class 1 | Class 2 | Class 3 | Class 1 | Class 2 | Class 3 |
| SEN (%) | 84.85 | 100.0 | 93.36 | 71.93 | 00.00 | 92.68 | 79.69 | 100.0 | 93.61 | SPC (%) | 100.0 | 90.67 | 100.0 | 100.0 | 88.33 | 92.98 | 100.0 | 89.82 | 97.93 | PRE (%) | 100.0 | 04.88 | 100.0 | 100.0 | 00.00 | 96.61 | 100.0 | 01.61 | 98.96 | ACC (%) | 95.24 | 90.71 | 95.48 | 91.11 | 88.33 | 92.78 | 93.50 | 89.83 | 95.00 | Error (%) | 04.76 | 9.286 | 04.52 | 08.89 | 11.67 | 07.22 | 06.50 | 10.17 | 05.00 | NPV (%) | 93.51 | 100.0 | 87.58 | 88.49 | 100.0 | 85.48 | 91.28 | 100.0 | 87.91 | PPV (%) | 100.0 | 04.88 | 100.0 | 100.0 | 00.00 | 96.61 | 100.0 | 01.61 | 98.96 |
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