Efficient and privacy-preserving outsourced calculation of rational numbers

In this paper, we propose a framework for efficient and privacy-preserving outsourced calculation of rational numbers, which we refer to as POCR. Using POCR, a user can securely outsource the storing and processing of rational numbers to a cloud server without compromising the security of the (origi...

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Main Authors: LIU, Ximeng, CHOO, Kim-Kwang Raymond, DENG, Robert H., LU, Rongxing, WENG, Jian
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Language:English
Published: Institutional Knowledge at Singapore Management University 2018
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Online Access:https://ink.library.smu.edu.sg/sis_research/4116
https://ink.library.smu.edu.sg/context/sis_research/article/5119/viewcontent/Privacy_Preserving_Rational_Numbers_2018_afv.pdf
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spelling sg-smu-ink.sis_research-51192020-10-15T02:36:51Z Efficient and privacy-preserving outsourced calculation of rational numbers LIU, Ximeng CHOO, Kim-Kwang Raymond DENG, Robert H. LU, Rongxing WENG, Jian In this paper, we propose a framework for efficient and privacy-preserving outsourced calculation of rational numbers, which we refer to as POCR. Using POCR, a user can securely outsource the storing and processing of rational numbers to a cloud server without compromising the security of the (original) data and the computed results. We present the system architecture of POCR and the associated toolkits required in the privacy preserving calculation of integers and rational numbers to ensure that commonly used outsourced operations can be handled on-the-fly. We then prove that the proposed POCR achieves the goal of secure integer and rational number calculation without resulting in privacy leakage to unauthorized parties, and demonstrate the utility and the efficiency of POCR using simulations. 2018-01-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/4116 info:doi/10.1109/TDSC.2016.2536601 https://ink.library.smu.edu.sg/context/sis_research/article/5119/viewcontent/Privacy_Preserving_Rational_Numbers_2018_afv.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 Privacy-preserving homomorphic encryption outsourced computation rational numbers encrypted data processing Information Security
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Privacy-preserving
homomorphic encryption
outsourced computation
rational numbers
encrypted data processing
Information Security
spellingShingle Privacy-preserving
homomorphic encryption
outsourced computation
rational numbers
encrypted data processing
Information Security
LIU, Ximeng
CHOO, Kim-Kwang Raymond
DENG, Robert H.
LU, Rongxing
WENG, Jian
Efficient and privacy-preserving outsourced calculation of rational numbers
description In this paper, we propose a framework for efficient and privacy-preserving outsourced calculation of rational numbers, which we refer to as POCR. Using POCR, a user can securely outsource the storing and processing of rational numbers to a cloud server without compromising the security of the (original) data and the computed results. We present the system architecture of POCR and the associated toolkits required in the privacy preserving calculation of integers and rational numbers to ensure that commonly used outsourced operations can be handled on-the-fly. We then prove that the proposed POCR achieves the goal of secure integer and rational number calculation without resulting in privacy leakage to unauthorized parties, and demonstrate the utility and the efficiency of POCR using simulations.
format text
author LIU, Ximeng
CHOO, Kim-Kwang Raymond
DENG, Robert H.
LU, Rongxing
WENG, Jian
author_facet LIU, Ximeng
CHOO, Kim-Kwang Raymond
DENG, Robert H.
LU, Rongxing
WENG, Jian
author_sort LIU, Ximeng
title Efficient and privacy-preserving outsourced calculation of rational numbers
title_short Efficient and privacy-preserving outsourced calculation of rational numbers
title_full Efficient and privacy-preserving outsourced calculation of rational numbers
title_fullStr Efficient and privacy-preserving outsourced calculation of rational numbers
title_full_unstemmed Efficient and privacy-preserving outsourced calculation of rational numbers
title_sort efficient and privacy-preserving outsourced calculation of rational numbers
publisher Institutional Knowledge at Singapore Management University
publishDate 2018
url https://ink.library.smu.edu.sg/sis_research/4116
https://ink.library.smu.edu.sg/context/sis_research/article/5119/viewcontent/Privacy_Preserving_Rational_Numbers_2018_afv.pdf
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