Table 12 Quantities of devices (defective and non-defective) used for the ten-fold cross validation procedure plus the number of SMOTE-added devices for the minority class (defective)
From: An alternative approach to dimension reduction for pareto distributed data: a case study
Model | Ten-fold cross validation (9 FOLDS) | Smote-added | Ten-fold cross validation (1 FOLD) | |||
|---|---|---|---|---|---|---|
Non-defective | Defective | Non-defective | Defective | |||
DLM_A | 9701 | 1335 | 8366 | 1078 | 149 | |
DLM_B | 9869 | 1334 | 8535 | 1097 | 149 | |
DLM_C | 9625 | 1359 | 8266 | 1070 | 152 | |
DLM_D | 10,053 | 1400 | 8653 | 1118 | 156 | |