Table 12.
Obtained results from the MQTT dataset with balanced dataset.
| Algorithm | Accuracy | F1 Score | Training Time (s) | Testing Time (s) |
|---|---|---|---|---|
| Neural network | 0.9044728333333333 | 0.9023636467243322 | 778.1805 | 144.2180 |
| Random forest | 0.9159708333333333 | 0.9140355032443288 | 2298.2762 | 125.8504 |
| Naïve bayes | 0.643889 | 0.6872843841719165 | 85.2840 | 13.7836 |
| Decision tree | 0.9159608333333333 | 0.9140241688909468 | 148.8115 | 2.3031 |
| Gradient boost | 0.8795693333333333 | 0.8727044450930602 | 8840.0049 | 18.1375 |
| Multilayer perceptron | 0.9038521666666667 | 0.9018922771095824 | 5714.4811 | 27.2843 |