Effective Anomaly Detection Using Deep Learning in IoT Systems

Table 8

Performance of the binary and multinomial classifier for a varying number of features created through the 9-layer AE and with 5 and 10 random noisy features.

Features	Binary classifier		Multinomial classifier
	Accuracy5	Accuracy10	Accuracy5	Accuracy5	Accuracy10	Accuracy10
70	0.990	0.992	0.977	0.977	0.973	0.974
60	0.991	0.994	0.983	0.983	0.986	0.986
50	0.994	0.993	0.984	0.984	0.982	0.982
35	0.994	0.992	0.983	0.983	0.984	0.984
25	0.987	0.994	0.953	0.953	0.928	0.927