Anomaly detection system with hole coverage optimization based on negative selection algorithm
With the problem that a large number of undetectable holes existed in negative selection algorithm,an algorithm of directional generating holes’detectors using r -chunk matching rule with variable matching threshold based on hole-set and self-set was proposed.Improvement was made to negative selecti...
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| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2013-01-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/1000-436X(2013)01-0128-08/ |
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| _version_ | 1841539860974796800 |
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| author | Tian-liang LU Kang-feng ZHENG Rong-rong FU Yi-xian YANG Bin WU Shi-ze GUO |
| author_facet | Tian-liang LU Kang-feng ZHENG Rong-rong FU Yi-xian YANG Bin WU Shi-ze GUO |
| author_sort | Tian-liang LU |
| collection | DOAJ |
| description | With the problem that a large number of undetectable holes existed in negative selection algorithm,an algorithm of directional generating holes’detectors using r -chunk matching rule with variable matching threshold based on hole-set and self-set was proposed.Improvement was made to negative selection algorithm that NSA with double layers detectors was proposed.This algorithm achieved a wider range of non-self space coverage with the precondition of ensuring fast detection speed by increasing the detection of holes.Simulation result shows that comparing with NSA using variable matching length of r -contiguous bits this algorithm can achieve higher non-self space coverage,especially better performance in hole-space coverage. |
| format | Article |
| id | doaj-art-273f9a6a51c148019247bc11f49ae4d0 |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2013-01-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-273f9a6a51c148019247bc11f49ae4d02025-01-14T06:34:12ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2013-01-013412813559668444Anomaly detection system with hole coverage optimization based on negative selection algorithmTian-liang LUKang-feng ZHENGRong-rong FUYi-xian YANGBin WUShi-ze GUOWith the problem that a large number of undetectable holes existed in negative selection algorithm,an algorithm of directional generating holes’detectors using r -chunk matching rule with variable matching threshold based on hole-set and self-set was proposed.Improvement was made to negative selection algorithm that NSA with double layers detectors was proposed.This algorithm achieved a wider range of non-self space coverage with the precondition of ensuring fast detection speed by increasing the detection of holes.Simulation result shows that comparing with NSA using variable matching length of r -contiguous bits this algorithm can achieve higher non-self space coverage,especially better performance in hole-space coverage.http://www.joconline.com.cn/zh/article/doi/1000-436X(2013)01-0128-08/artificial immune systemsnegative selection algorithmholer-contiguous bits |
| spellingShingle | Tian-liang LU Kang-feng ZHENG Rong-rong FU Yi-xian YANG Bin WU Shi-ze GUO Anomaly detection system with hole coverage optimization based on negative selection algorithm Tongxin xuebao artificial immune systems negative selection algorithm hole r-contiguous bits |
| title | Anomaly detection system with hole coverage optimization based on negative selection algorithm |
| title_full | Anomaly detection system with hole coverage optimization based on negative selection algorithm |
| title_fullStr | Anomaly detection system with hole coverage optimization based on negative selection algorithm |
| title_full_unstemmed | Anomaly detection system with hole coverage optimization based on negative selection algorithm |
| title_short | Anomaly detection system with hole coverage optimization based on negative selection algorithm |
| title_sort | anomaly detection system with hole coverage optimization based on negative selection algorithm |
| topic | artificial immune systems negative selection algorithm hole r-contiguous bits |
| url | http://www.joconline.com.cn/zh/article/doi/1000-436X(2013)01-0128-08/ |
| work_keys_str_mv | AT tianlianglu anomalydetectionsystemwithholecoverageoptimizationbasedonnegativeselectionalgorithm AT kangfengzheng anomalydetectionsystemwithholecoverageoptimizationbasedonnegativeselectionalgorithm AT rongrongfu anomalydetectionsystemwithholecoverageoptimizationbasedonnegativeselectionalgorithm AT yixianyang anomalydetectionsystemwithholecoverageoptimizationbasedonnegativeselectionalgorithm AT binwu anomalydetectionsystemwithholecoverageoptimizationbasedonnegativeselectionalgorithm AT shizeguo anomalydetectionsystemwithholecoverageoptimizationbasedonnegativeselectionalgorithm |