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[期刊论文]

Privacy-Preserving Outsourced Calculation Toolkit in the Cloud

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author:

Liu, X. (Liu, X..) [1] | Deng, R. (Deng, R..) [2] | Choo, K.R. (Choo, K.R..) [3] | Unfold

Indexed by:

Scopus

Abstract:

In this paper, we propose a privacy-preserving outsourced calculation toolkit, Pockit, designed to allow data owners to securely outsource their data to the cloud for storage. The outsourced encrypted data can be processed by the cloud server to achieve commonly-used plaintext arithmetic operations without involving additional servers. Specifically, we design both signed and unsigned integer circuits using a fully homomorphic encryption (FHE) scheme, construct a new packing technique (hereafter referred to as integer packing), and extend the secure circuits to its packed version. This achieves significant improvements in performance compared with the original secure signed/unsigned integer circuit. The secure integer circuits can be used to construct a new data mining application, which we refer to as secure $k$-nearest neighbours classifier, without compromising the privacy of original data. Finally, we prove that the proposed Pockit achieves the goal of secure computation without privacy leakage to unauthorized parties, and demonstrate the utility and efficiency of Pockit. IEEE

Keyword:

Cloud computing; Cloud privacy; Data models; Data privacy; Encryption; Fully homomorphic encryption; Outsourced computation; Privacy-Preserving; Servers

Community:

  • [ 1 ] [Liu, X.]SCHOOL OF INFORMATION SYSTEMS, Singapore Management University, Singapore, Singapore Singapore (e-mail: snbnix@gmail.com), Singapore
  • [ 2 ] [Deng, R.]School of Information Systems, Singapore Management University, Singapore, Singapore Singapore (e-mail: robertdeng@smu.edu.sg), Singapore
  • [ 3 ] [Choo, K.R.]Department of Information Systems and Cyber Security, University of Texas at San Antonio, 12346 San Antonio, Texas United States 78249-1644 (e-mail: raymond.choo@fulbrightmail.org)
  • [ 4 ] [Yang, Y.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, Fujian Province China (e-mail: yang.yang.research@gmail.com)
  • [ 5 ] [Pang, H.]School of Information Systems, Singapore Management University, Singapore, Singapore Singapore 178902 (e-mail: hhpang@smu.edu.sg)

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Source :

IEEE Transactions on Dependable and Secure Computing

ISSN: 1545-5971

Year: 2018

6 . 4 0 4

JCR@2018

7 . 0 0 0

JCR@2023

ESI HC Threshold:174

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count:

30 Days PV: 0

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管理员  2020-11-19 19:23:55  创建

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