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

Table 2

Attributes of NIMS dataset.

Attributes	Duration and size of the flow
Min forward interarrival time	Min backward interarrival time
Std. deviation of forward interarrival time	Std. deviation of backward interarrival time
Mean forward interarrival time	Mean backward interarrival time
Max forward interarrival time	Max backward interarrival time
Min forward packet length	Min backward packet length
Max forward packet length	Max backward packet length
Std. deviation of forward packet length	Std. deviation of backward packet length
Mean backward packet length	Mean forward packet length
Duration	The time taken for arrival of packets
Protocol	Application layer protocol (HTTP and GTalk)
Total_fpackets	Total number of bytes in forward direction
Total_fvolume	Total volume of bytes in forward direction
Total_bpackets	Total number of bytes in backward direction
Total_bvolume	Total number of bytes in forward direction
	Total volume of bytes backward direction
Class	Elephant and mice labels