Table 12 Performance evaluation of ML models on the MQTTEEB dataset.
From: Enhancement of cryptography algorithms for security of cloud-based IoT with machine learning models
Strategy | ACC | REC | PRE | F1 - Score |
|---|---|---|---|---|
RF | 92.40 | 92.40 | 91.12 | 91.18 |
XGBoost | 92.23 | 92.23 | 90.86 | 90.78 |
Catboost | 91.48 | 91.48 | 90.07 | 89.81 |
Voting Ensemble | 92.68 | 92.68 | 91.44 | 91.11 |
BaggingClassifier | 92.44 | 92.44 | 91.13 | 91.14 |