Elephant Flows Detection Using Deep Neural Network, Convolutional Neural Network, Long Short-Term Memory, and Autoencoder

Table 6

Comparison of deep learning algorithm.

Algorithm	Performance in accuracy	Model run time	Loss	Dataset used	#Parameters
DNN	99.12% in average	4 s	0.041	NIMS, Unicauca, and SDN	NIMS-24, SDN-21, and Unicauca-75
CNN	98.49%	5 s 3 ms	0.015	SDN	21
LSTM	98.78%	57 s 60 ms	0.03	SDN	21
Deep autoencoder	97.95%	59 s	0.13	SDN	21