信息安全风险评估模型SVRAMIS

doi:10.3969/j.issn.1001-2400.2013.01.008

Abstract

Abstract:

To solve the problems in information security risk assessment, such as inaccurate security classification and long assessment time, a risk assessment model of information security (RAMIS) is proposed based on Support Vector Domain Description (SVDD), and is called SVRAMIS for short. Firstly, SVDD is applied to obtain the minimal enclosing ball (MEB) of each class, and disconnect regions are obtained by the description boundary. Secondly, based on the information provided by the hypersphere centers and the hypersphere radius, the positions of the test samples are confirmed, so that corresponding discrimination rules can be adopted. Finally, numerical experiments on information security data demonstrate that, for various kernel functions, the proposed model can lead to high training and testing accuracies and short training time.

Key words: information security, risk assessment, SVDD, MEB, space position

CLC Number:

TP393

WU De;LIU Sanyang. Risk assessment model of information security SVRAMIS[J].J4, 2013, 40(1): 44-47+154.

References

［1］冯登国, 张阳, 张玉清. 信息安全风险评估综述［J］. 通信学报, 2004, 25(7): 10-18.
Feng Dengguo, Zhang Yang, Zhang Yuqing. Survey of Information Security Risk Assessment ［J］. Journal on Communication, 2004, 25(7): 10-18.
［2］陈秀真, 郑庆华, 管晓宏, 等. 基于粗糙集理论的主机安全评估方法［J］. 西安交通大学学报, 2004, 38(12): 1228-1231.
Chen Xiuzhen, Zheng Qinghua, Guan Xiaohong, et al. Approach to Security Evaluation Based on Rough Set Theory for Host Computer ［J］. Journal of Xi'an Jiaotong University, 2004, 38(12): 1228-1231.
［3］林梦泉, 王强民, 陈秀真, 等. 基于粗糙集的网络信息系统安全评估模型研究［J］. 控制与决策, 2007, 22(8): 951-955.
Lin Mengquan, Wang Qiangmin, Chen Xiuzhen, et al. Study on Network Information System Security Assessment Model Based on Rough Set ［J］. Control and Decision, 2007, 22(8): 951-955.
［4］王桢珍, 姜欣, 武小悦, 等. 信息安全风险概率计算的贝叶斯网络模型［J］. 电子学报, 2010, 38(2A): 18-22.
Wang Zhenzhen, Jiang Xin, Wu Xiaoyue, et al. Planning Exploitation Graph-Bayesian Networks Model for Information Security Risk Frequency Measurement ［J］. Acta Electronica Sinica, 2010, 38(2A): 18-22.
［5］党德鹏, 孟真. 基于支持向量机的信息安全风险评估［J］. 华中科技大学学报(自然科学版), 2010, 38(3): 46-49.
Dang Depeng, Meng Zhen. Assessment of Information Security Risk by Support Vector Machine ［J］. Journal Huazhong University of Science and Technology(Natural Science Edition), 2010, 38(3): 46-49.
［6］高会生, 郭爱玲. 组合核函数SVM在网络安全风险评估中的应用［J］. 计算机工程与应用, 2009, 45(11): 123-125.
Gao Huisheng, Guo Ailing. Application of Combined Kernel SVM on Network Security Risk Evaluation ［J］. Computer Engineering and Application, 2009, 45(11): 123-125.
［7］陆从德, 张太镒, 胡金燕. 基于乘性规则的支持向量域分类器［J］. 计算机学报, 2004, 27(5): 690-694.
Lu Congde, Zhang Taiyi, Hu Jinyan. Support Vector Domain Classifier Based on Multiplicative Updates ［J］. Chinese Journal of Computers, 2004, 27(5): 690-694.
［8］ Tax D M J, Duin R P W. Support Vector Data Description ［J］. Mach Learn, 2004, 54(1): 45-66.
［9］梁锦锦. 支持向量机和支持向量域描述的若干问题研究［D］. 西安: 西安电子科技大学, 2009.
［10］梁锦锦, 刘三阳, 吴德. 空间支持向量域分类器［J］. 西安电子科技大学学报, 2008, 35(6): 1080-1083.
Liang Jinjin, Liu Sanyang, Wu De. Space Support Vector Domain Classifier ［J］. Journal of Xidian University, 2008, 35(6): 1080-1083.

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Risk assessment model of information security SVRAMIS

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