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. 2022 Apr 12;2022:1942847. doi: 10.1155/2022/1942847

Table 8.

Comparison of different feature selection methods.

Data set Feature selection method Evaluation indicators (%)
Accuracy Precision Recall F1-score
NSL-KDD RFP 99.81 99.76 99.81 99.79
PCA 98.74 98.87 98.74 98.79
AE 98.70 98.81 98.70 98.81
UNSW_NB15 RFP 85.55 86.24 85.55 85.61
PCA 82.17 83.36 82.17 82.60
AE 84.91 86.00 84.91 85.4
CIC-IDS2017 RFP 99.70 99.68 99.70 99.69
PCA 97.77 97.94 97.77 97.77
AE 98.54 98.65 98.54 98.56