On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes
While cloud computing infrastructures proliferates in nowadays computing and communications technology there are few reports investigating models for their security. In this paper, new efficient models are developed and evaluated for analyzing the security-related behavior of cloud computing archite...
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Online Access: | http://dx.doi.org/10.1051/itmconf/20170903006 |
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doaj-e4e0fd4ca15e42f1b6221f30304655782021-04-02T10:47:53ZengEDP SciencesITM Web of Conferences2271-20972017-01-0190300610.1051/itmconf/20170903006itmconf_amcse2017_03006On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processesKarras Dimitrios A.While cloud computing infrastructures proliferates in nowadays computing and communications technology there are few reports investigating models for their security. In this paper, new efficient models are developed and evaluated for analyzing the security-related behavior of cloud computing architectures and networks comprising complex interconnected communication systems adapted towards a generalized analysis. These cloud related models, based on Markov processes, allow calculation of critical security factors for the cloud infrastructure, related to intrusion detection, of such interconnected and distributed systems components and the evaluation of the associated security mechanisms. Although, at this step an architecture of at least three interconnected systems is analyzed, the systematic model introduced allows for a generalized model of N interconnected systems in a cloud architecture under reasonable assumptions. We herein show the principles of such an analysis. Security parameters calculation and Security mechanisms evaluation may support the risk analysis and the decision making process in resolving the trade-offs between security and quality of service characteristics corresponding to the complex interconnected computing and communication systems.http://dx.doi.org/10.1051/itmconf/20170903006Cloud infrastructuresSecurity Risk AnalysisInterconnected SystemsMarkov ProcessesIntrusion Detection |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Karras Dimitrios A. |
spellingShingle |
Karras Dimitrios A. On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes ITM Web of Conferences Cloud infrastructures Security Risk Analysis Interconnected Systems Markov Processes Intrusion Detection |
author_facet |
Karras Dimitrios A. |
author_sort |
Karras Dimitrios A. |
title |
On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes |
title_short |
On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes |
title_full |
On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes |
title_fullStr |
On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes |
title_full_unstemmed |
On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes |
title_sort |
on scalable and efficient security risk modelling of cloud computing infrastructure based on markov processes |
publisher |
EDP Sciences |
series |
ITM Web of Conferences |
issn |
2271-2097 |
publishDate |
2017-01-01 |
description |
While cloud computing infrastructures proliferates in nowadays computing and communications technology there are few reports investigating models for their security. In this paper, new efficient models are developed and evaluated for analyzing the security-related behavior of cloud computing architectures and networks comprising complex interconnected communication systems adapted towards a generalized analysis. These cloud related models, based on Markov processes, allow calculation of critical security factors for the cloud infrastructure, related to intrusion detection, of such interconnected and distributed systems components and the evaluation of the associated security mechanisms. Although, at this step an architecture of at least three interconnected systems is analyzed, the systematic model introduced allows for a generalized model of N interconnected systems in a cloud architecture under reasonable assumptions. We herein show the principles of such an analysis. Security parameters calculation and Security mechanisms evaluation may support the risk analysis and the decision making process in resolving the trade-offs between security and quality of service characteristics corresponding to the complex interconnected computing and communication systems. |
topic |
Cloud infrastructures Security Risk Analysis Interconnected Systems Markov Processes Intrusion Detection |
url |
http://dx.doi.org/10.1051/itmconf/20170903006 |
work_keys_str_mv |
AT karrasdimitriosa onscalableandefficientsecurityriskmodellingofcloudcomputinginfrastructurebasedonmarkovprocesses |
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