A Framework for Identification and Classification of IoT Devices for Security Analysis in Heterogeneous Network

Table 1

Optimal features after recursive feature elimination.

Features	Description
Source MAC	MAC address of the source
Source_port	Port number of source
Dest_MAC	MAC address of destination
Dest port	Destination port number
Flow ID	ID of network flow
Protocol	Protocols for communication (6 and 17)
Tot forw pack	Total forward packets
Flow duration	Total duration of network flow
Tot Back pack	Total number of packets backward
TotLen Bwd_Pkts	Length of all backward packets
TotLen Fwd_Pkts	Length of all forward packets
Forward_Pkt Len max	Max length of a forward packet from forward packets
Forward_Pkt Len min	Min length of a forward packet from forward packets
Forward_Pkt Len mean	Mean of forward packets
Forward_Pkt Len Std	STD of forward packets length
Backword_Pkt Len max	Greater length of a backward packet from all backward packets
Backwaord_Pkt Len_mean	Mean(average)length of backward packets
Backword_Pkt Len_Std	STD of backward packets length
Flow_Byts/s	Traffic flow in bytes/second
Flow_Pkts/s	Packets flow/second
Forward_Header Len	Length of header of forward packets
Backword_Header Len	Length of header of backward packets