| MCI | Mild Cognitive Impairment |
| MASS | Montreal Archive of Sleep Studies |
| EEG | Electroencephalography |
| LR | Logistic regression |
| RF | Random forest |
| XGBoost | Extreme gradient boosting |
| SVM | Support vector machine |
| RBF-SVM | Radial basis function support vector machine |
| ROC-AUC | Receiver operating characteristic–area under the curve |
| MMSE | Mini-mental state examination |
| MoCA | Montreal Cognitive Assessment |
| MRI | Magnetic resonance imaging |
| LOSO | Leave-one-subject-out |
| AASM | American academy of sleep medicine |
| NC | Not classified |
| REM | Rapid eye movement |
| WASO | Wake after sleep onset |