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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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 In this paper, we reveal two previously unpublished attacks against PISC, which can be used to reveal and link one input set to another input set, resulting in privacy leakage.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 |
work_keys_str_mv |
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1725282381778124800 |