Oversampling Imbalanced Data Based on Convergent WGAN for Network Threat Detection

Figure 2

The discriminator loss of WGAN and CWGAN on different data sets. (a) Discriminator loss on D1. (b) Discriminator loss on D2. (c) Discriminator loss on D3. (d) Discriminator loss on D4. (e) Discriminator loss on D5. (f) Discriminator loss on D6. (g) Discriminator loss on D7. (h) Discriminator loss on D8.

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