Effective Anomaly Detection Using Deep Learning in IoT Systems

Table 4

Best validation accuracy on the binary dataset for the top permutations.

Permutation	Network size	Activation functions	Layers	Bach size	Dropout	Optimization algorithm	Learning rate	Val accuracy
Best	Small	All ReLUs	8	512	0.15	Nadam	9	0.9989
P1	Medium	All ReLUs	6	256	0.15	SGD	9	0.9986
P2	Small	ReLUs and Swish	6	256	0.15	SGD	9	0.9985