Towards Adaptive Big Data Cyber-attack Detection via Semantic Link Networks

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dc.contributor.authorKarabatis, George
dc.contributor.authorWang, Jianwu
dc.contributor.authorAlEroud, Ahmed
dc.date.accessioned2018-09-21T19:05:21Z
dc.date.available2018-09-21T19:05:21Z
dc.date.issued2016-07
dc.description.abstractAs a core mechanism for cybersecurity, the ability to detect cyber-attacks is increasingly critical nowadays. There have been many types of network intrusion detection approaches, such as flow-based and packet-based, targeting single attack and multistage attack detection. Each approach has its own advantages and disadvantages. In this paper, we design an organic combination of these types of efforts into one comprehensive system. Furthermore, to deal with increasing volumes of network traffic and improve full packet analysis efficiency, we employ Spark Streaming platform for parallel detection.en_US
dc.format.extent5 pagesen_US
dc.genreconference papers and proceedingsen_US
dc.genrepreprints
dc.identifierdoi:10.13016/M2XS5JM30
dc.identifier.citationGeorge Karabatis, and Jianwu Wang, and Ahmed AlEroud, Towards Adaptive Big Data Cyber-attack Detection via Semantic Link Networks, The first Workshop of Mission-Critical Big Data Analytics (MCBDA), 2016.en_US
dc.identifier.urihttp://hdl.handle.net/11603/11349
dc.language.isoen_USen_US
dc.publisherResearch Gateen_US
dc.relation.isAvailableAtThe University of Maryland, Baltimore County (UMBC)
dc.relation.ispartofUMBC Information Systems Department Collection
dc.relation.ispartofUMBC Faculty Collection
dc.relation.ispartofUMBC Student Collection
dc.rightsThis item may be protected under Title 17 of the U.S. Copyright Law. It is made available by UMBC for non-commercial research and education. For permission to publish or reproduce, please contact the author.
dc.subjectAdaptive Cyber-attack Detectionen_US
dc.subjectSemantic Link Networken_US
dc.subjectBig Data Platformen_US
dc.subjectStreaming Data Analysisen_US
dc.subjectUMBC High Performance Computing Facility (HPCF)en_US
dc.titleTowards Adaptive Big Data Cyber-attack Detection via Semantic Link Networksen_US
dc.typeTexten_US

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