An ensemble deep learning based IDS for IoT using Lambda architecture

Cybersecurity

Table 5 Model results for binary classification

Model	Type	Precision	Recall	F1-score	Accuracy	Processing Time (ms)
ANN	Normal	91.58	79.33	85.01	94.54	0.025
ANN	Attack	95.14	98.23	96.66	94.54	0.025
CNN	Normal	92.08	79.05	85.07	94.58	0.03
CNN	Attack	95.09	98.35	96.69	94.58	0.03
LSTM	Normal	93.6	99.2	96.3	98.20	0.07
LSTM	Attack	99.1	92.3	95.5	98.20	0.07