Table 6 Studies incorporating LIME and SHAP framework for explaining model predictions
References | Task | Data type | Sig. features | Classifier | Blackbox |
|---|---|---|---|---|---|
[109] | HC versus AD | Numeric | Normal whole brain volume | ML | SVM, KNN, MLP |
Categoric | Years of education, Socioeconomic status, Age, MMSE, Gender | ||||
Intracranial volume | |||||
Atlas scaling factor | |||||
[110] | HC versus mdMCI versus moMCI versus AD | Numeric | Cross sectional MRI data | ML | SVM, KNN |
Longitudinal MRI data | RF, GB | ||||
[111] | HC versus AD | Numeric | Gender, hand, age, Years of education, Socioeconomic status | ML | SVM, KNN, MLP |
Mini-mental state examination | |||||
Clinical dementia, Estimated total intracranial volume | |||||
Normalised whole-brain volume | |||||
Atlas scaling factor |