Research on the security audit model in intrusion prevention based on write-related support vector data description
The security audit model based on write-related SVDD was designed to resolve the one-class problem.Once the classifier has been trained using the write-related subset,all activities deviated from the normal patterns are classified as potential intrusion.The proposed one-class classification algorith...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | zho |
| Published: |
Editorial Department of Journal on Communications
2007-01-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/74658303/ |
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| _version_ | 1841537463929012224 |
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| author | LUO Jun PAN Zhi-song MIAO Zhi-min HU Gu-yu |
| author_facet | LUO Jun PAN Zhi-song MIAO Zhi-min HU Gu-yu |
| author_sort | LUO Jun |
| collection | DOAJ |
| description | The security audit model based on write-related SVDD was designed to resolve the one-class problem.Once the classifier has been trained using the write-related subset,all activities deviated from the normal patterns are classified as potential intrusion.The proposed one-class classification algorithms can be implemented to build up an anomaly detection system by using only normal samples and the algorithms also makes the security audit system detect the new anomaly behaviors.In the experiments,the One-class classifier acquires nearly 100% detection rate and average zero false alarm rate for sequences of system calls based on a small training dataset. |
| format | Article |
| id | doaj-art-7aa0e9b51f134c439fca10fe4c4c059d |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2007-01-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-7aa0e9b51f134c439fca10fe4c4c059d2025-01-14T08:35:30ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2007-01-0181474658303Research on the security audit model in intrusion prevention based on write-related support vector data descriptionLUO JunPAN Zhi-songMIAO Zhi-minHU Gu-yuThe security audit model based on write-related SVDD was designed to resolve the one-class problem.Once the classifier has been trained using the write-related subset,all activities deviated from the normal patterns are classified as potential intrusion.The proposed one-class classification algorithms can be implemented to build up an anomaly detection system by using only normal samples and the algorithms also makes the security audit system detect the new anomaly behaviors.In the experiments,the One-class classifier acquires nearly 100% detection rate and average zero false alarm rate for sequences of system calls based on a small training dataset.http://www.joconline.com.cn/zh/article/74658303/intrusion preventionintrusion detectionsecurity auditone-class classifierwrite-related support vector data description |
| spellingShingle | LUO Jun PAN Zhi-song MIAO Zhi-min HU Gu-yu Research on the security audit model in intrusion prevention based on write-related support vector data description Tongxin xuebao intrusion prevention intrusion detection security audit one-class classifier write-related support vector data description |
| title | Research on the security audit model in intrusion prevention based on write-related support vector data description |
| title_full | Research on the security audit model in intrusion prevention based on write-related support vector data description |
| title_fullStr | Research on the security audit model in intrusion prevention based on write-related support vector data description |
| title_full_unstemmed | Research on the security audit model in intrusion prevention based on write-related support vector data description |
| title_short | Research on the security audit model in intrusion prevention based on write-related support vector data description |
| title_sort | research on the security audit model in intrusion prevention based on write related support vector data description |
| topic | intrusion prevention intrusion detection security audit one-class classifier write-related support vector data description |
| url | http://www.joconline.com.cn/zh/article/74658303/ |
| work_keys_str_mv | AT luojun researchonthesecurityauditmodelinintrusionpreventionbasedonwriterelatedsupportvectordatadescription AT panzhisong researchonthesecurityauditmodelinintrusionpreventionbasedonwriterelatedsupportvectordatadescription AT miaozhimin researchonthesecurityauditmodelinintrusionpreventionbasedonwriterelatedsupportvectordatadescription AT huguyu researchonthesecurityauditmodelinintrusionpreventionbasedonwriterelatedsupportvectordatadescription |