Research Article
Employing a Machine Learning Approach to Detect Combined Internet of Things Attacks against Two Objective Functions Using a Novel Dataset
Table 14
Overall performance of the ML algorithm.
| ā | RSME | MAPE (%) | ROC average | Correctly classified instances (%) | Overall performance of ML algorithm |
| Voting (MLP and RF) | 0.19 | 21.38 | 0.97 | 87.08 | 1 | MLP | 0.14 | 21.83 | 0.96 | 87.07 | 2 | RF | 0.20 | 30.45 | 0.96 | 85.53 | 3 | NB | 0.25 | 34.17 | 0.94 | 79.64 | 4 | SVM | 0.32 | 30.09 | 0.83 | 71.89 | 5 |
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