Adaptive security-related data collection with context awareness

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dc.contributor Aalto-yliopisto fi
dc.contributor Aalto University en Lin, Huaqing Yan, Zheng Fu, Yulong 2018-12-10T10:13:05Z 2018-12-10T10:13:05Z 2019-01-15
dc.identifier.citation Lin , H , Yan , Z & Fu , Y 2019 , ' Adaptive security-related data collection with context awareness ' Journal of Network and Computer Applications , vol. 126 , pp. 88-103 . DOI: 10.1016/j.jnca.2018.11.002 en
dc.identifier.issn 1084-8045
dc.identifier.other PURE UUID: 2e1bd2c2-134b-4e0b-aead-882c74d24dda
dc.identifier.other PURE ITEMURL:
dc.identifier.other PURE LINK:
dc.identifier.other PURE FILEURL:
dc.description.abstract The huge economic loss resulting from network attacks and intrusions has led to an intensive study on network security. The network security is usually reflected by some relevant data that can be collected in a network system. By learning and analyzing such data, which are called security-related data, we can detect the intrusions to the network system and further measure its security level. Clearly, the first step of detecting network intrusions is to collect security-related data. However, in the context of 5G and big data, there are a number of challenges in collecting these data due to the heterogeneity of network and ever-growing amount of data. Therefore, traditional data collection methods cannot be applied in the next generation network systems directly, especially for security-related data. This paper presents the design and implementation of an adaptive security-related data collector based on network context in heterogeneous networks. The proposed collector solves the issue of heterogeneity of network system by designing a Security-related Data Description Language (SDDL) to instruct security related data collection in various networking contexts. It also applies adaptive sampling algorithms to reduce the amount of collected data. Furthermore, performance evaluation based on a prototype implementation shows the effectiveness of the adaptive security-related data collector in terms of a number of pre-defined design requirements. en
dc.format.extent 16
dc.format.extent 88-103
dc.format.mimetype application/pdf
dc.language.iso en en
dc.relation.ispartofseries Journal of Network and Computer Applications en
dc.relation.ispartofseries Volume 126 en
dc.rights openAccess en
dc.subject.other Hardware and Architecture en
dc.subject.other Computer Science Applications en
dc.subject.other Computer Networks and Communications en
dc.subject.other 213 Electronic, automation and communications engineering, electronics en
dc.title Adaptive security-related data collection with context awareness en
dc.type A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä fi
dc.description.version Peer reviewed en
dc.contributor.department Xidian University
dc.contributor.department Department of Communications and Networking
dc.subject.keyword Adaptive data collection
dc.subject.keyword Heterogeneous network
dc.subject.keyword Network context
dc.subject.keyword Security-related data
dc.subject.keyword Hardware and Architecture
dc.subject.keyword Computer Science Applications
dc.subject.keyword Computer Networks and Communications
dc.subject.keyword 213 Electronic, automation and communications engineering, electronics
dc.identifier.urn URN:NBN:fi:aalto-201812105988
dc.identifier.doi 10.1016/j.jnca.2018.11.002
dc.type.version publishedVersion

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