Research Article

Botnet Detection Using Support Vector Machines with Artificial Fish Swarm Algorithm

Table 1

Features of the botnet dataset.

Feature numberFeature nameFeature content

Total_countThe number of different destination IP address.
Source_conutThe number of different source IP address.
Port_countThe number of different port.
Low_portThe lowest port number.
High_portThe highest port number.
TCP_countThe number of different TCP servers
UDP_countThe number of different UDP servers
ICMP_countThe number of different ICMP servers
AvgLengthAverage length of packets
StddevLengthThe standard deviation of packet length.
Time_RegulartiyThe time regularity of packet sending.
Info_CharThe ASCII content of packets