Table 4 Assessment classification models (decision alternatives)
From: Framework for multi-criteria assessment of classification models for the purposes of credit scoring
No | Classification model | Number of predictive variables |
|---|---|---|
A1 | Logistic regression | 7 |
A2 | Logistic regression | 6 |
A3 | Logistic regression | 6 |
A4 | Logistic regression | 5 |
A5 | Logistic regression | 5 |
A6 | Logistic regression | 5 |
A7 | Logistic regression with regularization | 23 |
A8 | Random forest | 44 |
A9 | XGBoost | 25 |
A10 | XGBoost | 28 |