Research Article
A GAN and Feature Selection-Based Oversampling Technique for Intrusion Detection
Table 4
Distribution of records in CICIDS-2017 before and after oversampling.
| | Type | Before oversampling | After oversampling |
| | Normal | 1363935 | 1363935 | | DoS | 151735 | 151735 | | PortScan | 95135 | 95135 | | DDoS | 76878 | 76878 | | Patator | 8290 | 8290 | | Web attack | 1281 | 11281 | | Bot | 1163 | 11163 | | Infiltration | 20 | 10020 | | Heartbleed | 8 | 10008 |
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