{"title":"POSEIDON: a 2-tier anomaly-based network intrusion detection system","authors":"D. Bolzoni, S. Etalle, P. Hartel, E. Zambon","doi":"10.1109/IWIA.2006.18","DOIUrl":null,"url":null,"abstract":"We present POSEIDON, a new anomaly-based network intrusion detection system. POSEIDON is payload-based, and has a two-tier architecture: the first stage consists of a self-organizing map, while the second one is a modified PAYL system. Our benchmarks on the 1999 DARPA data set show a higher detection rate and lower number of false positives than PAYL and PHAD","PeriodicalId":156960,"journal":{"name":"Fourth IEEE International Workshop on Information Assurance (IWIA'06)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2005-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"118","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Fourth IEEE International Workshop on Information Assurance (IWIA'06)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IWIA.2006.18","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 118
Abstract
We present POSEIDON, a new anomaly-based network intrusion detection system. POSEIDON is payload-based, and has a two-tier architecture: the first stage consists of a self-organizing map, while the second one is a modified PAYL system. Our benchmarks on the 1999 DARPA data set show a higher detection rate and lower number of false positives than PAYL and PHAD
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