Research Article

Deep Learning-Based Framework for the Detection of Cyberattack Using Feature Engineering

Table 1

Basic features of individual TCP connections.

Feature nameDescriptionType

DurationDuration (sec number) of a protocol linkContinuous
Protocol_typeType, for example, tcp and udp, on destinationDiscrete
ServiceNetwork service, for example, http and telnetDiscrete
src_bytesData bytes number from source to destinationContinuous
dst_bytesDestination to source numbers of data bytesContinuous
FlagRegular or link error status connectionDiscrete
Land1 if the link is to/from the same host/port; 0 if notDiscrete
Wrong_fragmentNumber of fragments “false”Continuous
UrgentNumber of urgent packetsContinuous