Investigating the adoption of hybrid encrypted cloud data deduplication with game theory

Encrypted data deduplication, along with different preferences in data access control, brings the birth of hybrid encrypted cloud data deduplication (H-DEDU for short). However, whether H-DEDU can be successfully deployed in practice has not been seriously investigated. Obviously, the adoption of H-...

Full description

Saved in:
Bibliographic Details
Main Authors: LIANG, Xueqin, YAN, Zheng, DENG, Robert H., ZHENG, Qinghu
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2021
Subjects:
Online Access:https://ink.library.smu.edu.sg/sis_research/5371
https://ink.library.smu.edu.sg/context/sis_research/article/6375/viewcontent/Investigating_Adoption_Hybrid_encrypted_cloud_data_av.pdf
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Singapore Management University
Language: English
id sg-smu-ink.sis_research-6375
record_format dspace
spelling sg-smu-ink.sis_research-63752020-12-09T01:53:00Z Investigating the adoption of hybrid encrypted cloud data deduplication with game theory LIANG, Xueqin YAN, Zheng DENG, Robert H. ZHENG, Qinghu Encrypted data deduplication, along with different preferences in data access control, brings the birth of hybrid encrypted cloud data deduplication (H-DEDU for short). However, whether H-DEDU can be successfully deployed in practice has not been seriously investigated. Obviously, the adoption of H-DEDU depends on whether it can bring economic benefits to all stakeholders. But existing economic models of cloud storage fail to support H-DEDU due to complicated interactions among stakeholders. In this article, we establish a formal economic model of H-DEDU by formulating the utilities of all involved stakeholders, i.e., data holders, data owners, and Cloud Storage Providers (CSPs). Then, we construct a multi-stage Stackelberg game, which consists of Holder Participation Game, Owner Online Game, and CSP Pricing Game, to capture the interactions among all system stakeholders. We further analyze the conditions of the existence of a sub-game perfect Nash Equilibrium and propose a gradient-based algorithm to help the stakeholders choose near-optimal strategies. Extensive experiments show the feasibility of the proposed algorithm in achieving the Nash Equilibrium of the Stackelberg game. Additionally, we investigate the effects of parameters related to CSP, data owners and data holders on H-DEDU adoption. Our study advises all stakeholders the best strategies to adopt H-DEDU. 2021-03-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/5371 info:doi/10.1109/TPDS.2020.3028685 https://ink.library.smu.edu.sg/context/sis_research/article/6375/viewcontent/Investigating_Adoption_Hybrid_encrypted_cloud_data_av.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Games Stakeholders Biological system modeling Cloud computing Cryptography Game theory Cloud computing deduplication gradient-based algorithm multi-stage stackelberg game Information Security
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Games
Stakeholders
Biological system modeling
Cloud computing
Cryptography
Game theory
Cloud computing
deduplication
gradient-based algorithm
multi-stage stackelberg game
Information Security
spellingShingle Games
Stakeholders
Biological system modeling
Cloud computing
Cryptography
Game theory
Cloud computing
deduplication
gradient-based algorithm
multi-stage stackelberg game
Information Security
LIANG, Xueqin
YAN, Zheng
DENG, Robert H.
ZHENG, Qinghu
Investigating the adoption of hybrid encrypted cloud data deduplication with game theory
description Encrypted data deduplication, along with different preferences in data access control, brings the birth of hybrid encrypted cloud data deduplication (H-DEDU for short). However, whether H-DEDU can be successfully deployed in practice has not been seriously investigated. Obviously, the adoption of H-DEDU depends on whether it can bring economic benefits to all stakeholders. But existing economic models of cloud storage fail to support H-DEDU due to complicated interactions among stakeholders. In this article, we establish a formal economic model of H-DEDU by formulating the utilities of all involved stakeholders, i.e., data holders, data owners, and Cloud Storage Providers (CSPs). Then, we construct a multi-stage Stackelberg game, which consists of Holder Participation Game, Owner Online Game, and CSP Pricing Game, to capture the interactions among all system stakeholders. We further analyze the conditions of the existence of a sub-game perfect Nash Equilibrium and propose a gradient-based algorithm to help the stakeholders choose near-optimal strategies. Extensive experiments show the feasibility of the proposed algorithm in achieving the Nash Equilibrium of the Stackelberg game. Additionally, we investigate the effects of parameters related to CSP, data owners and data holders on H-DEDU adoption. Our study advises all stakeholders the best strategies to adopt H-DEDU.
format text
author LIANG, Xueqin
YAN, Zheng
DENG, Robert H.
ZHENG, Qinghu
author_facet LIANG, Xueqin
YAN, Zheng
DENG, Robert H.
ZHENG, Qinghu
author_sort LIANG, Xueqin
title Investigating the adoption of hybrid encrypted cloud data deduplication with game theory
title_short Investigating the adoption of hybrid encrypted cloud data deduplication with game theory
title_full Investigating the adoption of hybrid encrypted cloud data deduplication with game theory
title_fullStr Investigating the adoption of hybrid encrypted cloud data deduplication with game theory
title_full_unstemmed Investigating the adoption of hybrid encrypted cloud data deduplication with game theory
title_sort investigating the adoption of hybrid encrypted cloud data deduplication with game theory
publisher Institutional Knowledge at Singapore Management University
publishDate 2021
url https://ink.library.smu.edu.sg/sis_research/5371
https://ink.library.smu.edu.sg/context/sis_research/article/6375/viewcontent/Investigating_Adoption_Hybrid_encrypted_cloud_data_av.pdf
_version_ 1770575435869978624