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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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 |
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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 |
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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. |
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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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1770574314459889664 |