Table 11 Quantities of devices (defective and non-defective) used for training and testing 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 | Train data (80%) | Smote-added | Test data (20%) | ||
|---|---|---|---|---|---|
Non-defective | Defective | Non-defective | Defective | ||
DLM_A | 10,779 | 1484 | 9295 | 2695 | 371 |
DLM_B | 10,966 | 1483 | 9483 | 2741 | 371 |
DLM_C | 10,695 | 1511 | 9184 | 2674 | 378 |
DLM_D | 11,171 | 1556 | 9615 | 2792 | 389 |