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Fig 1.

The algorithm flow chart of AIAE-GRNN.

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Fig 1 Expand

Fig 2.

The output performances of GA-GRNN, PSO-GRNN and AIAE-GRNN.

(A) The relationship between the optimized GRNN smooth factors and the iterations of GA-GRNN, PSO-GRNN and AIAE-GRNN. (B) The relationship between MSE and the iterations of GA-GRNN, PSO-GRNN and AIAE-GRNN.

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Fig 2 Expand

Table 1.

DR & FPR of each intrusion category by the different algorithms.

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Table 1 Expand

Table 2.

The evaluation indexes for the different algorithms.

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Table 2 Expand

Fig 3.

The output performances of PCA-AIAE-GRNN and PCA-PSO-GRNN.

(A) The relationship between the optimized GRNN smooth factors and the iterations of PCA-AIAE-GRNN and PCA-PSO-GRNN. (B) The relationship between MSE and the iterations of PCA-AIAE-GRNN and PCA-PSO-GRNN.

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Fig 3 Expand

Table 3.

DR & FPR of each intrusion category by PCA-PSO-GRNN and PCA-AIAE-GRNN.

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Table 3 Expand

Table 4.

The evaluation indexes for PCA-PSO-GRNN and PCA-AIAE-GRNN.

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Table 4 Expand