Table 1 NSL-KDD dataset feature records.
From: A CE-GAN based approach to address data imbalance in network intrusion detection systems
Fearure | Type | Feature | Type |
|---|---|---|---|
duration | Continuous | is_guest_login | symbolic |
protocol_type | Symbolic | count | continuous |
service | Symbolic | srv_count | continuous |
flag | Symbolic | serror_rate | continuous |
src_bytes | Continuous | srv_serror_rate | continuous |
dst_bytes | Continuous | rerror_rate | continuous |
land | Symbolic | srv_rerror_rate | continuous |
wrong_fragment | Continuous | same_srv_rate | continuous |
urgent | Continuous | diff_srv_rate | continuous |
hot | Continuous | srv_diff_host_rate | continuous |
num_failed_logins | Continuous | dst_host_count | continuous |
logged_in | Symbolic | dst_host_srv_count | continuous |
num_compromised | Continuous | dst_host_same_srv_rate | continuous |
root_shell | Continuous | dst_host_diff_srv_rate | continuous |
su_attempted | Continuous | dst_host_same_src_port_rate | continuous |
num_root | Continuous | dst_host_srv_diff_host_rate | continuous |
num_file_creations | Continuous | dst_host_serror_rate | continuous |
num_shells | Continuous | dst_host_srv_serror_rate | continuous |
num_access_files | Continuous | dst_host_rerror_rate | continuous |
num_outbound_cmds | Continuous | dst_host_srv_rerror_rate | continuous |
is_host_login | Symbolic | Â | Â |