Interactive Web-Based Visual Analysis on Network Traffic Data

dc.contributor.authorJeong, Dong Hyunen
dc.contributor.authorCho, Jin-Heeen
dc.contributor.authorChen, Fengen
dc.contributor.authorKaplan, Lanceen
dc.contributor.authorJøsang, Audunen
dc.contributor.authorJi, Soo-Yeonen
dc.date.accessioned2023-01-06T15:49:39Zen
dc.date.available2023-01-06T15:49:39Zen
dc.date.issued2022-12-28en
dc.date.updated2023-01-06T13:52:23Zen
dc.description.abstractNetwork traffic data analysis is important for securing our computing environment and data. However, analyzing network traffic data requires tremendous effort because of the complexity of continuously changing network traffic patterns. To assist the user in better understanding and analyzing the network traffic data, an interactive web-based visualization system is designed using multiple coordinated views, supporting a rich set of user interactions. For advancing the capability of analyzing network traffic data, feature extraction is considered along with uncertainty quantification to help the user make precise analyses. The system allows the user to perform a continuous visual analysis by requesting incrementally new subsets of data with updated visual representation. Case studies have been performed to determine the effectiveness of the system. The results from the case studies support that the system is well designed to understand network traffic data by identifying abnormal network traffic patterns.en
dc.description.versionPublished versionen
dc.format.mimetypeapplication/pdfen
dc.identifier.citationJeong, D.H.; Cho, J.-H.; Chen, F.; Kaplan, L.; Jøsang, A.; Ji, S.-Y. Interactive Web-Based Visual Analysis on Network Traffic Data. Information 2022, 14, 16.en
dc.identifier.doihttps://doi.org/10.3390/info14010016en
dc.identifier.urihttp://hdl.handle.net/10919/113073en
dc.language.isoenen
dc.publisherMDPIen
dc.rightsCreative Commons Attribution 4.0 Internationalen
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/en
dc.subjectweb-based visual analysisen
dc.subjectuncertaintyen
dc.subjectdiscrete wavelet transformationen
dc.titleInteractive Web-Based Visual Analysis on Network Traffic Dataen
dc.title.serialInformationen
dc.typeArticle - Refereeden
dc.type.dcmitypeTexten

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