Table 5.

Obtained results from the MQTT dataset.

Algorithm	Accuracy	F1 Score	Training Time (s)	Testing Time (s)
Neural network	0.99326833989724	0.9932468365565741	262.8857	74.2051
Random forest	0.9942991408704308	0.9943007213915611	1375.6648	35.8725
Naïve bayes	0.9879035395431919	0.9897062545007078	45.02647	7.1440
Decision tree	0.9779726992251886	0.9850216439428234	88.7153	1.2932
Gradient boost	0.9911319662528564	0.9916394826795836	1584.3016	10.6267
Multilayer perceptron	0.9468814683726754	0.963694302875892	3024.1888	18.4380