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author:

Liu, Ximeng (Liu, Ximeng.) [1] (Scholars:刘西蒙) | Deng, Robert H. (Deng, Robert H..) [2] | Choo, Kim-Kwang Raymond (Choo, Kim-Kwang Raymond.) [3] | Yang, Yang (Yang, Yang.) [4] | Pang, HweeHwa (Pang, HweeHwa.) [5]

Indexed by:

Scopus SCIE

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.

Keyword:

cloud privacy fully homomorphic encryption outsourced computation Privacy-preserving

Community:

  • [ 1 ] [Liu, Ximeng]Singapore Management Univ, Sch Informat Syst, Singapore 188065, Singapore
  • [ 2 ] [Deng, Robert H.]Singapore Management Univ, Sch Informat Syst, Singapore 188065, Singapore
  • [ 3 ] [Yang, Yang]Singapore Management Univ, Sch Informat Syst, Singapore 188065, Singapore
  • [ 4 ] [Pang, HweeHwa]Singapore Management Univ, Sch Informat Syst, Singapore 188065, Singapore
  • [ 5 ] [Liu, Ximeng]Fuzhou Univ, Coll Software, Coll Math & Comp Sci, Fuzhou 350108, Peoples R China
  • [ 6 ] [Yang, Yang]Fuzhou Univ, Coll Software, Coll Math & Comp Sci, Fuzhou 350108, Peoples R China
  • [ 7 ] [Choo, Kim-Kwang Raymond]Univ Texas San Antonio, Dept Informat Syst & Cyber Secur, San Antonio, TX 78249 USA

Reprint 's Address:

  • 杨旸

    [Yang, Yang]Singapore Management Univ, Sch Informat Syst, Singapore 188065, Singapore;;[Yang, Yang]Fuzhou Univ, Coll Software, Coll Math & Comp Sci, Fuzhou 350108, Peoples R China

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Source :

IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING

ISSN: 1545-5971

Year: 2020

Issue: 5

Volume: 17

Page: 898-911

7 . 3 2 9

JCR@2020

7 . 0 0 0

JCR@2023

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:149

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 44

SCOPUS Cited Count: 38

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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