LiPISC: A Lightweight and Flexible Method for Privacy-Aware Intersection Set Computation.

Privacy-aware intersection set computation (PISC) can be modeled as secure multi-party computation. The basic idea is to compute the intersection of input sets without leaking privacy. Furthermore, PISC should be sufficiently flexible to recommend approximate intersection items. In this paper, we re...

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Main Authors: Wei Ren, Shiyong Huang, Yi Ren, Kim-Kwang Raymond Choo
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2016-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4915661?pdf=render
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spelling doaj-31de8e8922254e1eaac4782f2a59a06d2020-11-25T00:42:28ZengPublic Library of Science (PLoS)PLoS ONE1932-62032016-01-01116e015775210.1371/journal.pone.0157752LiPISC: A Lightweight and Flexible Method for Privacy-Aware Intersection Set Computation.Wei RenShiyong HuangYi RenKim-Kwang Raymond ChooPrivacy-aware intersection set computation (PISC) can be modeled as secure multi-party computation. The basic idea is to compute the intersection of input sets without leaking privacy. Furthermore, PISC should be sufficiently flexible to recommend approximate intersection items. In this paper, we reveal two previously unpublished attacks against PISC, which can be used to reveal and link one input set to another input set, resulting in privacy leakage. We coin these as Set Linkage Attack and Set Reveal Attack. We then present a lightweight and flexible PISC scheme (LiPISC) and prove its security (including against Set Linkage Attack and Set Reveal Attack).http://europepmc.org/articles/PMC4915661?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Wei Ren
Shiyong Huang
Yi Ren
Kim-Kwang Raymond Choo
spellingShingle Wei Ren
Shiyong Huang
Yi Ren
Kim-Kwang Raymond Choo
LiPISC: A Lightweight and Flexible Method for Privacy-Aware Intersection Set Computation.
PLoS ONE
author_facet Wei Ren
Shiyong Huang
Yi Ren
Kim-Kwang Raymond Choo
author_sort Wei Ren
title LiPISC: A Lightweight and Flexible Method for Privacy-Aware Intersection Set Computation.
title_short LiPISC: A Lightweight and Flexible Method for Privacy-Aware Intersection Set Computation.
title_full LiPISC: A Lightweight and Flexible Method for Privacy-Aware Intersection Set Computation.
title_fullStr LiPISC: A Lightweight and Flexible Method for Privacy-Aware Intersection Set Computation.
title_full_unstemmed LiPISC: A Lightweight and Flexible Method for Privacy-Aware Intersection Set Computation.
title_sort lipisc: a lightweight and flexible method for privacy-aware intersection set computation.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2016-01-01
description Privacy-aware intersection set computation (PISC) can be modeled as secure multi-party computation. The basic idea is to compute the intersection of input sets without leaking privacy. Furthermore, PISC should be sufficiently flexible to recommend approximate intersection items. In this paper, we reveal two previously unpublished attacks against PISC, which can be used to reveal and link one input set to another input set, resulting in privacy leakage. We coin these as Set Linkage Attack and Set Reveal Attack. We then present a lightweight and flexible PISC scheme (LiPISC) and prove its security (including against Set Linkage Attack and Set Reveal Attack).
url http://europepmc.org/articles/PMC4915661?pdf=render
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