Research Article
Classification of Earthquake-Induced Damage for R/C Slab Column Frames Using Multiclass SVM and Its Combination with MLP Neural Network
Table 8
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 (%) | 100.0 | 76.60 | 98.13 | 88.64 | 78.57 | 95.90 | 95.36 | 75.86 | 97.19 | SPC (%) | 97.78 | 98.66 | 97.37 | 98.53 | 93.98 | 98.28 | 98.00 | 96.68 | 97.61 | PRE (%) | 93.75 | 87.80 | 98.50 | 95.12 | 52.38 | 99.15 | 94.18 | 70.97 | 98.71 | ACC (%) | 98.33 | 96.19 | 97.86 | 96.11 | 92.78 | 96.67 | 97.33 | 94.67 | 97.33 | Error (%) | 01.67 | 3.810 | 02.14 | 03.89 | 07.22 | 03.33 | 02.67 | 05.33 | 02.67 | NPV (%) | 100.0 | 97.10 | 96.73 | 96.40 | 98.11 | 91.94 | 98.43 | 97.40 | 94.89 | PPV (%) | 93.75 | 87.80 | 98.50 | 95.12 | 52.38 | 99.15 | 94.12 | 70.97 | 98.70 |
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