Research Article
Network Threat Detection Based on Group CNN for Privacy Protection
Table 3
Accuracy of group CNN and basic 1D CNN.
(a) Accuracy of basic 1D CNN |
| Datasets | Accuracy | 5% | 10% | 15% | 20% | 25% | 30% | 100% |
| KDD99 | 0.9605 | 0.9566 | 0.9599 | 0.9627 | 0.9667 | 0.9548 | 0.8788 | CICMalDroid2020-139 | 0.7760 | 0.7854 | 0.7721 | 0.7587 | 0.7733 | 0.7724 | 0.7094 | CICMalDroid2020-470 | 0.6783 | 0.7065 | 0.6808 | 0.6320 | 0.6127 | 0.6246 | 0.7171 |
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(b) Accuracy of group CNN |
| Datasets | Accuracy | 5% | 10% | 15% | 20% | 25% | 30% | 100% |
| KDD99 | 0.9612 | 0.9717 | 0.9724 | 0.9764 | 0.9696 | 0.9692 | 0.8788 | CICMalDroid2020-139 | 0.7681 | 0.7988 | 0.8091 | 0.7945 | 0.7967 | 0.7891 | 0.7094 | CICMalDroid2020-470 | 0.8111 | 0.8058 | 0.7937 | 0.8108 | 0.7985 | 0.7983 | 0.7171 |
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