Table 11.
Table showing the summarised Confusion Matrix results for each method used for the final model. The results are displayed as a percentage of the total number of predictions. The values highlighted in green represent the True values (desirable values), while those in red represent False values (undesirable values). [COLOUR].
| KNN | ||||
|---|---|---|---|---|
| Predicted | ||||
| Actual | 0.0 | 1.0 | ||
| 0.0 | 87.8% | 33.3% | 130 | |
| 1.0 | 12.2% | 66.7% | 20 | |
| 147 | 3 | 150 | ||
| Logistic Regression | ||||
| Predicted | ||||
| Actual | 0.0 | 1.0 | ||
| 0.0 | 92.1% | 10.0% | 130 | |
| 1.0 | 7.9% | 90% | 20 | |
| 140 | 10 | 150 | ||
| Random Forest | ||||
| Predicted | ||||
| Actual | 0.0 | 1.0 | ||
| 0.0 | 92.8% | 9.1% | 130 | |
| 1.0 | 7.2% | 90.9% | 20 | |
| 139 | 11 | 150 | ||
| Stochastic Gradient Descent (SGD) | ||||
| Predicted | ||||
| Actual | 0.0 | 1.0 | ||
| 0.0 | 93.5% | 8.3% | 130 | |
| 1.0 | 6.5% | 91.7% | 20 | |
| 138 | 12 | 150 | ||