Research Article

Multiclass Classification Procedure for Detecting Attacks on MQTT-IoT Protocol

Table 2

Results of evaluation metrics for LSTM and GRU.

Model Categorical Cross Entropy Categorical Accuracy F-beta Score

LSTM-Train 0.2093 0.9276 0.9148
GRU-Train 0.1334 0.9554618 0.952418
LSTM-Validation 0.1821 0.9337 0.9328
GRU-Validation 0.1280 0.960836 0.95777