A Method for Calculating Network System Security Risk Based on a Lie Group
Traditionally, network risk assessment uses a statistical computation method. This paper proposes Lie group kinematics to describe the feature space of the attack behavior. A matrix composed of indicators and topologies in a network system is mapped to a Lie group. The attack behavior path and the p...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
IEEE
2019-01-01
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| Series: | IEEE Access |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/8723155/ |
| _version_ | 1819133000958345216 |
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| author | Xiaolin Zhao Quanbao Chen Jingfeng Xue Yiman Zhang Jingjing Zhao |
| author_facet | Xiaolin Zhao Quanbao Chen Jingfeng Xue Yiman Zhang Jingjing Zhao |
| author_sort | Xiaolin Zhao |
| collection | DOAJ |
| description | Traditionally, network risk assessment uses a statistical computation method. This paper proposes Lie group kinematics to describe the feature space of the attack behavior. A matrix composed of indicators and topologies in a network system is mapped to a Lie group. The attack behavior path and the powers of the attack and defense are defined. The risk value of the attack and defense is calculated from the change in the indicators. Then, we evaluate the network security risk status using calculus. To examine the validity of the network risk assessment based on a Lie group, we conduct one experiment and utilize the CIC2017 dataset to show the applicability and efficiency of the proposed method. The experimental results show the effectiveness of the calculation method based on a Lie group, and the risk value of the attack and defense is valid compared to those of other machine learning algorithms. The calculation method based on a Lie group can quantitatively analyze network security risks.. |
| first_indexed | 2024-12-22T09:40:21Z |
| format | Article |
| id | doaj.art-16fdd2bf1c4942a2a21efbb439bab381 |
| institution | Directory Open Access Journal |
| issn | 2169-3536 |
| language | English |
| last_indexed | 2024-12-22T09:40:21Z |
| publishDate | 2019-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj.art-16fdd2bf1c4942a2a21efbb439bab3812022-12-21T18:30:43ZengIEEEIEEE Access2169-35362019-01-017706107062310.1109/ACCESS.2019.29191418723155A Method for Calculating Network System Security Risk Based on a Lie GroupXiaolin Zhao0https://orcid.org/0000-0002-9741-2954Quanbao Chen1Jingfeng Xue2Yiman Zhang3Jingjing Zhao4Beijing Institute of Technology, Beijing, ChinaBeijing Institute of Technology, Beijing, ChinaBeijing Institute of Technology, Beijing, ChinaBeijing Institute of Technology, Beijing, ChinaBeijing Institute of Technology, Beijing, ChinaTraditionally, network risk assessment uses a statistical computation method. This paper proposes Lie group kinematics to describe the feature space of the attack behavior. A matrix composed of indicators and topologies in a network system is mapped to a Lie group. The attack behavior path and the powers of the attack and defense are defined. The risk value of the attack and defense is calculated from the change in the indicators. Then, we evaluate the network security risk status using calculus. To examine the validity of the network risk assessment based on a Lie group, we conduct one experiment and utilize the CIC2017 dataset to show the applicability and efficiency of the proposed method. The experimental results show the effectiveness of the calculation method based on a Lie group, and the risk value of the attack and defense is valid compared to those of other machine learning algorithms. The calculation method based on a Lie group can quantitatively analyze network security risks..https://ieeexplore.ieee.org/document/8723155/Lie grouputility functionrisk assessmentattack and defense |
| spellingShingle | Xiaolin Zhao Quanbao Chen Jingfeng Xue Yiman Zhang Jingjing Zhao A Method for Calculating Network System Security Risk Based on a Lie Group IEEE Access Lie group utility function risk assessment attack and defense |
| title | A Method for Calculating Network System Security Risk Based on a Lie Group |
| title_full | A Method for Calculating Network System Security Risk Based on a Lie Group |
| title_fullStr | A Method for Calculating Network System Security Risk Based on a Lie Group |
| title_full_unstemmed | A Method for Calculating Network System Security Risk Based on a Lie Group |
| title_short | A Method for Calculating Network System Security Risk Based on a Lie Group |
| title_sort | method for calculating network system security risk based on a lie group |
| topic | Lie group utility function risk assessment attack and defense |
| url | https://ieeexplore.ieee.org/document/8723155/ |
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