Table 7 Augmentation results of the NSL-KDD dataset.
From: A CE-GAN based approach to address data imbalance in network intrusion detection systems
Class | Count | Expended rate(%) | Class | Count | Expended rate(%) | ||
|---|---|---|---|---|---|---|---|
Ori | Expand | Ori | Expand | ||||
Buffer_overflow | 30 | 930 | 3100 | Multihop | 7 | 907 | 12957.14 |
Ftp_write | 8 | 908 | 11350 | Perl | 3 | 903 | 30100 |
Guess_passwd | 53 | 953 | 1798.11 | Phf | 4 | 904 | 22600 |
Imap | 12 | 912 | 7600 | Rootkit | 10 | 910 | 9100 |
Land | 18 | 918 | 5100 | Spy | 2 | 902 | 45100 |
Loadmodule | 9 | 909 | 10100 | Warezmaster | 20 | 920 | 4600 |
Pod | 201 | 901 | 448.25 | Â | Â | Â | Â |
