Research Article
A Bayesian Classification Intrusion Detection Method Based on the Fusion of PCA and LDA
Table 3
Complete test results for the algorithm without improvement.
| Dimension | 41 | 40 | 39 | 38 | 37 | 36 | 35 | 34 | 33 | 32 | 31 |
| Accuracy | 0.94 | 0.94 | 0.92 | 0.92 | 0.91 | 0.91 | 0.90 | 0.83 | 0.90 | 0.91 | 0.89 | Time | 21.2 | 21.0 | 19.9 | 18.5 | 18.4 | 18.1 | 17.4 | 17.0 | 16.5 | 16.5 | 15.9 | Dimension | 30 | 29 | 28 | 27 | 26 | 25 | 24 | 23 | 22 | 21 | 20 | Accuracy | 0.87 | 0.87 | 0.83 | 0.87 | 0.87 | 0.80 | 0.80 | 0.84 | 0.88 | 0.83 | 0.86 | Time | 15.3 | 15.9 | 14.6 | 14.1 | 13.7 | 13.2 | 13.2 | 12.6 | 12 | 11.8 | 11.6 | Dimension | 19 | 18 | 17 | 16 | 15 | 14 | 13 | 12 | 11 | 10 | 9 | Accuracy | 0.86 | 0.87 | 0.83 | 0.82 | 0.88 | 0.90 | 0.88 | 0.85 | 0.86 | 0.90 | 0.89 | Time | 11.1 | 10.8 | 10.5 | 10.1 | 9.7 | 9.2 | 8.8 | 8.6 | 11.6 | 10.6 | 9.3 | Dimension | 8 | 7 | 6 | 5 | 4 | 3 | | | | | | Accuracy | 0.90 | 0.91 | 0.89 | 0.90 | 0.85 | 0.84 | | | | | | Time | 10.2 | 8.6 | 7.9 | 7.3 | 10.9 | 10 | | | | | |
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