It'S Time To Migrate! A Game-Theoretic Framework For Protecting A Multi-Tenant Cloud Against Collocation Attacks
Keywords
Cloud migration; Cloud securiy; Game Theory
Abstract
We present a novel game-theoretic framework for the Virtual Machine (VM) migration timing problem. In a multi-tenant cloud, a number of VMs are collocated on the same physical machine. This increases the risk of a malicious VM performing side-channel attacks and leaking sensitive information. To this end, this paper develops and analyzes a game-theoretic framework for the timing problem in which the cloud provider decides when to migrate a VM to a different physical machine to reduce the risk of being compromised by a collocated malicious VM. The adversary decides the rate at which she launches new VMs to collocate with the victim VMs. Our formulation captures a data leakage model in which the cost incurred by the cloud provider depends on the duration of collocation as well as the overhead in migration. We establish sufficient conditions for the existence of Nash equilibria for general cost functions, as well as for specific instantiations, and characterize the best response for both players. Our theoretical findings are corroborated with extensive numerical results in various settings.
Publication Date
9-7-2018
Publication Title
IEEE International Conference on Cloud Computing, CLOUD
Volume
2018-July
Number of Pages
725-731
Document Type
Article; Proceedings Paper
Personal Identifier
scopus
DOI Link
https://doi.org/10.1109/CLOUD.2018.00099
Copyright Status
Unknown
Socpus ID
85057478393 (Scopus)
Source API URL
https://api.elsevier.com/content/abstract/scopus_id/85057478393
STARS Citation
Anwar, Ahmed H.; Atia, George; and Guirguis, Mina, "It'S Time To Migrate! A Game-Theoretic Framework For Protecting A Multi-Tenant Cloud Against Collocation Attacks" (2018). Scopus Export 2015-2019. 10540.
https://stars.library.ucf.edu/scopus2015/10540