Table 6 Comparison of the performance of the models.
From: Predicting global educational inequality with a hierarchical belief rule base model
Model | MSE | MAE | R2 |
|---|---|---|---|
Initial BRB | 15.5638 (± \(0.9917\)) | 3.4819 (± \(0.1383\)) | 0.9287 (± \(0.0164\)) |
HBRB | 0.4830 (± \(0.3698\)) | 0.4693 (± \(0.1673\)) | 0.998 (± \(0.0012\)) |
HBRB-I | 0.5322 (± \(0.3668\)) | 0.5366 (± \(0.1423\)) | 0.9978 (± \(0.0011\)) |
RF | 0.6858 (± \(0.4188\)) | 0.5478 (± \(0.1722\)) | 0.9967 (± \(0.0016\)) |
SVM | 0.1587 (± \(0.0645\)) | 0.2239 (± \(0.0397\)) | 0.9991 (± \(0.0005\)) |
KNN | 2.1252 (± \(0.8652\)) | 0.9843 (± \(0.1450\)) | 0.9896 (± \(0.0047\)) |
BPNN | 24.3156 (± \(6.9857\)) | 4.1298 (± \(0.5324\)) | 0.8705 (± \(0.0569\)) |
