| ANN | Artificial Neural Networks |
| CART | Classification and Regression Tree |
| CAFL | Chaos Firefly Attribute Reduction and Fuzzy Logic |
| DT | Decision Tree |
| DS | Data Science |
| ETC | Extra Tree Classifier |
| GBC | Gradient Boosting Classifier |
| G-NB | Gaussian Naive Bayes |
| KFUH | King Fahad University Hospital |
| KNN | K-Nearest Neighbour |
| LR | Logistic Regression |
| LDA | Linear Discriminant Analysis |
| MLP | Multilayer Perceptron |
| MLR | Multi-linear Response |
| NB | Naive Bayes |
| NHANES | National Health and Nutrition Examination Survey |
| NN | Neural Network |
| PART | Projective Adaptive Resonance Theory |
| PCA | Principal Component Analysis |
| QDA | Quadratic Discriminant Analysis |
| RF | Random Forest |
| SCRL | Spatially Consistent Representation Learning |
| SGD | Stochastic Gradient Classifier |
| SMO | Sequential Minimal Optimisation |
| SMOTE | Synthetic Minority Oversampling Technique |
| SVC | Support Vector Classifier |
| SVM | Support Vector Machine |