A design of an integrated cloud-based intrusion detection system with third party cloud service

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dc.contributor.authorElmasry, Wisam
dc.contributor.authorAkbulut, Akhan
dc.contributor.authorZaim, Abdül Halim
dc.date.accessioned2021-07-28T12:04:16Z
dc.date.available2021-07-28T12:04:16Z
dc.date.issued2021en_US
dc.departmentFakülteler, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümüen_US
dc.description.abstractAlthough cloud computing is considered the most widespread technology nowadays, it still suffers from many challenges, especially related to its security. Due to the open and distributed nature of the cloud environment, this makes the cloud itself vulnerable to various attacks. In this paper, the design of a novel integrated Cloud-based Intrusion Detection System (CIDS) is proposed to immunise the cloud against any possible attacks. The proposed CIDS consists of five main modules to do the following actions: monitoring the network, capturing the traffic flows, extracting features, analyzing the flows, detecting intrusions, taking a reaction, and logging all activities. Furthermore an enhanced bagging ensemble system of three deep learning models is utilized to predict intrusions effectively. Moreover, a third-party Cloud-based Intrusion Detection System Service (CIDSS) is also exploited to control the proposed CIDS and provide the reporting service. Finally, it has been shown that the proposed approach overcomes all problems associated with attacks on the cloud raised in the literature.en_US
dc.identifier.doi10.1515/comp-2020-0214en_US
dc.identifier.endpage379en_US
dc.identifier.scopus2-s2.0-85107914883en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.startpage365en_US
dc.identifier.urihttps://hdl.handle.net/11467/5015
dc.identifier.urihttps://doi.org/10.1515/comp-2020-0214
dc.identifier.wosWOS:000670830500001en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherDe Gruyteren_US
dc.relation.ispartofOpen Computer Scienceen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectCloud Securityen_US
dc.subjectDeep Learningen_US
dc.subjectIntrusion Detectionen_US
dc.subjectParticle Swarm Optimizationen_US
dc.subjectEnsemble Systemen_US
dc.titleA design of an integrated cloud-based intrusion detection system with third party cloud serviceen_US
dc.typeArticleen_US

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