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