Table 3 Confusion matrices of developed models
Confusion matrix | Inner validation | Outer validation | ||||
|---|---|---|---|---|---|---|
Actual | Prediction | Actual | Prediction | |||
LM (−) | LM (+) | LM (−) | LM (+) | |||
LGBM | LM (+) | 42 | 113 | LM (+) | 4 | 4 |
|  | LM (−) | 3123 | 79 | LM (−) | 317 | 1 |
RF | LM (+) | 46 | 109 | LM (+) | 3 | 5 |
|  | LM (−) | 3136 | 66 | LM (−) | 318 | 0 |
GNB | LM (+) | 32 | 123 | LM (+) | 0 | 8 |
|  | LM (−) | 3051 | 151 | LM (−) | 313 | 5 |
KNN | LM (+) | 49 | 106 | LM (+) | 4 | 4 |
|  | LM (−) | 3111 | 91 | LM (−) | 316 | 2 |
MLP | LM (+) | 64 | 91 | LM (+) | 5 | 3 |
|  | LM (−) | 3131 | 71 | LM (−) | 303 | 15 |
CART | LM (+) | 41 | 114 | LM (+) | 3 | 5 |
|  | LM (−) | 3100 | 102 | LM (−) | 313 | 5 |
SVM | LM (+) | 35 | 120 | LM (+) | 0 | 8 |
|  | LM (−) | 3059 | 143 | LM (−) | 293 | 25 |
Stacking | LM (+) | 26 | 129 | LM (+) | 0 | 8 |
|  | LM (−) | 3062 | 140 | LM (−) | 303 | 15 |