Research Article
Enhanced Intelligent Smart Home Control and Security System Based on Deep Learning Model
Table 2
Results obtained from the prediction for the classification problem of house occupant and intruders using the proposed CNN architecture.
| Metrics | Accuracy | Precision | Recall | F1-score | Specificity | Cohen’s kappa |
| CNN | 0.998 | 0.998 | 0.998 | 0.997 | 1.000 | 0.998 | SVM | 0.900 | 0.833 | 0.714 | 0.769 | 0.957 | 0.706 | KNN | 0.867 | 0.667 | 0.857 | 0.750 | 0.870 | 0.661 | Complex decision tree | 0.830 | 0.667 | 0.571 | 0.615 | 0.913 | 0.734 |
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