A survey on network data collection

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorZhou, Donghaoen_US
dc.contributor.authorYan, Zhengen_US
dc.contributor.authorFu, Yulongen_US
dc.contributor.authorYao, Zhenen_US
dc.contributor.departmentDepartment of Communications and Networkingen
dc.contributor.organizationXidian Universityen_US
dc.date.accessioned2018-06-18T09:20:29Z
dc.date.available2018-06-18T09:20:29Z
dc.date.issued2018-08-15en_US
dc.description.abstractNetworks have dramatically changed our daily life and infiltrated all aspects of human society. At the same time when we enjoy the convenience and benefits brought by the networks, we also suffer from a great amount of intelligent attacks and malicious intrusions. As a fundamental procedure of network security measurement, network data collection executes real time network monitoring, supports network performance evaluation, assists network billing, and helps traffic testing and filtering. Thus, it plays a crucial and essential role for dealing with network intrusion detection and unwanted traffic control. But an adaptive and effective data collection mechanism that can be pervasively applied into heterogeneous networks is still lacked. The literature we have hunted rarely comments and compares the performance of existing data collection mechanisms. In this paper, we conduct a survey on existing data collection methods, mechanisms and architectures. According to a number of proposed assessment criteria, we evaluate the performance of existing data collection mechanisms and summarize their characteristics. Furthermore, we figure out some open issues based our investigation and forecast future research directions.en
dc.description.versionPeer revieweden
dc.format.extent15
dc.format.extent9-23
dc.format.mimetypeapplication/pdfen_US
dc.identifier.citationZhou, D, Yan, Z, Fu, Y & Yao, Z 2018, ' A survey on network data collection ', Journal of Network and Computer Applications, vol. 116, pp. 9-23 . https://doi.org/10.1016/j.jnca.2018.05.004en
dc.identifier.doi10.1016/j.jnca.2018.05.004en_US
dc.identifier.issn1084-8045
dc.identifier.otherPURE UUID: 99944010-8d8a-4126-adb3-c6afa576a0daen_US
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/99944010-8d8a-4126-adb3-c6afa576a0daen_US
dc.identifier.otherPURE LINK: http://www.scopus.com/inward/record.url?scp=85046828784&partnerID=8YFLogxKen_US
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/21298430/ELEC_Zhour_et_al_A_survey_on_network_data_Journal_of_Network.pdfen_US
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/31931
dc.identifier.urnURN:NBN:fi:aalto-201806183349
dc.language.isoenen
dc.relation.ispartofseriesJournal of Network and Computer Applicationsen
dc.relation.ispartofseriesVolume 116en
dc.rightsopenAccessen
dc.subject.keywordAttack detectionen_US
dc.subject.keywordIntrusion detectionen_US
dc.subject.keywordNetwork data collectionen_US
dc.subject.keywordNetwork managementen_US
dc.subject.keywordNetwork securityen_US
dc.subject.keywordPacket captureen_US
dc.titleA survey on network data collectionen
dc.typeA2 Katsausartikkeli tieteellisessä aikakauslehdessäfi
dc.type.versionpublishedVersion
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