Table 4 Interpretability methodologies to post-process trained predictive models
From: Exploring parental factors influencing low birth weight on the 2022 CDC natality dataset
Technique | Models |
|---|---|
Odd Ratio Analysis | LR |
Feature Importance | RF, XGBoost |
Attention Weights | Attention Layer |
Partial Dependence Plot (PDP) | LR |
Conditional Inference Tree | CIT |
SHAP Values | LR, RF, XGBoost |