Network Information Security Monitoring Under Artificial Intelligence Environment

Longfei Fu, Yibin Liu, Yanjun Zhang and Ming Li
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Longfei Fu: Lanzhou Institute of Technology, China
Yibin Liu: Lanzhou Institute of Technology, China
Yanjun Zhang: Lanzhou Institute of Technology, China
Ming Li: Information and Communication Branch of State Grid Anhui Electric Power Co., Ltd., China

International Journal of Information Security and Privacy (IJISP), 2024, vol. 18, issue 1, 1-24

Abstract: At present, network attack means emerge in endlessly. The detection technology of network attack must be constantly updated and developed. Based on this, the two stages of network attack detection (feature selection and traffic classification) are discussed. The improved bat algorithm (O-BA) and the improved random forest algorithm (O-RF) are proposed for optimization. Moreover, the NIS system is designed based on the Agent concept. Finally, the simulation experiment is carried out on the real data platform. The results showed that the detection precision, accuracy, recall, and F1 score of O-BA are significantly higher than those of references [17], [18], [19], and [20], while the false positive rate is the opposite (P < 0.05). The detection precision, accuracy, recall, and F1 score of O-RF algorithm are significantly higher than those of Apriori, ID3, SVM, NSA, and O-RF algorithm, while the false positive rate is significantly lower than that of Apriori, ID3, SVM, NSA, and O-RF algorithm (P < 0.05).

Date: 2024
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