Fusion of Heterogeneous Intrusion Detection Systems for Network Attack Detection
An intrusion detection system (IDS) helps to identify different types of attacks in general, and the detection rate will be higher for some specific category of attacks. This paper is designed on the idea that each IDS is efficient in detecting a specific type of attack. In proposed Multiple IDS Uni...
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| Format: | Article |
| Language: | English |
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Wiley
2015-01-01
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| Series: | The Scientific World Journal |
| Online Access: | http://dx.doi.org/10.1155/2015/314601 |
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| _version_ | 1850157966678818816 |
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| author | Jayakumar Kaliappan Revathi Thiagarajan Karpagam Sundararajan |
| author_facet | Jayakumar Kaliappan Revathi Thiagarajan Karpagam Sundararajan |
| author_sort | Jayakumar Kaliappan |
| collection | DOAJ |
| description | An intrusion detection system (IDS) helps to identify different types of attacks in general, and the detection rate will be higher for some specific category of attacks. This paper is designed on the idea that each IDS is efficient in detecting a specific type of attack. In proposed Multiple IDS Unit (MIU), there are five IDS units, and each IDS follows a unique algorithm to detect attacks. The feature selection is done with the help of genetic algorithm. The selected features of the input traffic are passed on to the MIU for processing. The decision from each IDS is termed as local decision. The fusion unit inside the MIU processes all the local decisions with the help of majority voting rule and makes the final decision. The proposed system shows a very good improvement in detection rate and reduces the false alarm rate. |
| format | Article |
| id | doaj-art-62b72aaa05cf4625a1de82b0bd5481d2 |
| institution | OA Journals |
| issn | 2356-6140 1537-744X |
| language | English |
| publishDate | 2015-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | The Scientific World Journal |
| spelling | doaj-art-62b72aaa05cf4625a1de82b0bd5481d22025-08-20T02:24:00ZengWileyThe Scientific World Journal2356-61401537-744X2015-01-01201510.1155/2015/314601314601Fusion of Heterogeneous Intrusion Detection Systems for Network Attack DetectionJayakumar Kaliappan0Revathi Thiagarajan1Karpagam Sundararajan2Computer Science and Engineering, Kamaraj College of Engineering and Technology, Tamilnadu 626 001, IndiaInformation Technology, Mepco Schlenk Engineering College, Tamilnadu 626 005, IndiaComputer Science and Engineering, Kamaraj College of Engineering and Technology, Tamilnadu 626 001, IndiaAn intrusion detection system (IDS) helps to identify different types of attacks in general, and the detection rate will be higher for some specific category of attacks. This paper is designed on the idea that each IDS is efficient in detecting a specific type of attack. In proposed Multiple IDS Unit (MIU), there are five IDS units, and each IDS follows a unique algorithm to detect attacks. The feature selection is done with the help of genetic algorithm. The selected features of the input traffic are passed on to the MIU for processing. The decision from each IDS is termed as local decision. The fusion unit inside the MIU processes all the local decisions with the help of majority voting rule and makes the final decision. The proposed system shows a very good improvement in detection rate and reduces the false alarm rate.http://dx.doi.org/10.1155/2015/314601 |
| spellingShingle | Jayakumar Kaliappan Revathi Thiagarajan Karpagam Sundararajan Fusion of Heterogeneous Intrusion Detection Systems for Network Attack Detection The Scientific World Journal |
| title | Fusion of Heterogeneous Intrusion Detection Systems for Network Attack Detection |
| title_full | Fusion of Heterogeneous Intrusion Detection Systems for Network Attack Detection |
| title_fullStr | Fusion of Heterogeneous Intrusion Detection Systems for Network Attack Detection |
| title_full_unstemmed | Fusion of Heterogeneous Intrusion Detection Systems for Network Attack Detection |
| title_short | Fusion of Heterogeneous Intrusion Detection Systems for Network Attack Detection |
| title_sort | fusion of heterogeneous intrusion detection systems for network attack detection |
| url | http://dx.doi.org/10.1155/2015/314601 |
| work_keys_str_mv | AT jayakumarkaliappan fusionofheterogeneousintrusiondetectionsystemsfornetworkattackdetection AT revathithiagarajan fusionofheterogeneousintrusiondetectionsystemsfornetworkattackdetection AT karpagamsundararajan fusionofheterogeneousintrusiondetectionsystemsfornetworkattackdetection |