Privacy-preserving mining of association rules based on paillier encryption algorithm

In privacy preserving association rule mining, the precision and security of mining are always a pair of contradictions. A method of privacy-preserving mining of association rules based on paillier encryption algorithm over distributed databases was proposed. The method separated calculation and dec...

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Main Authors: Huan XING, Lin ZHANG
Format: Article
Language:English
Published: POSTS&TELECOM PRESS Co., LTD 2016-01-01
Series:网络与信息安全学报
Subjects:
Online Access:http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2016.00014
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author Huan XING
Lin ZHANG
author_facet Huan XING
Lin ZHANG
author_sort Huan XING
collection DOAJ
description In privacy preserving association rule mining, the precision and security of mining are always a pair of contradictions. A method of privacy-preserving mining of association rules based on paillier encryption algorithm over distributed databases was proposed. The method separated calculation and decryption so it can solve the prob-lem of accuracy and security from mining of association rules perfectly. The method can reduce the time cost by Montgomery reduction. The experiment shows that the time cost on the basis of adding the process of encryption and decryption is acceptable.
format Article
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institution Kabale University
issn 2096-109X
language English
publishDate 2016-01-01
publisher POSTS&TELECOM PRESS Co., LTD
record_format Article
series 网络与信息安全学报
spelling doaj-art-e38e8a08423e4fb18e8c2ccf63aada742025-01-15T03:04:18ZengPOSTS&TELECOM PRESS Co., LTD网络与信息安全学报2096-109X2016-01-012535959542972Privacy-preserving mining of association rules based on paillier encryption algorithmHuan XINGLin ZHANGIn privacy preserving association rule mining, the precision and security of mining are always a pair of contradictions. A method of privacy-preserving mining of association rules based on paillier encryption algorithm over distributed databases was proposed. The method separated calculation and decryption so it can solve the prob-lem of accuracy and security from mining of association rules perfectly. The method can reduce the time cost by Montgomery reduction. The experiment shows that the time cost on the basis of adding the process of encryption and decryption is acceptable.http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2016.00014privacy preservingassociation ruleshomomorphic encryption
spellingShingle Huan XING
Lin ZHANG
Privacy-preserving mining of association rules based on paillier encryption algorithm
网络与信息安全学报
privacy preserving
association rules
homomorphic encryption
title Privacy-preserving mining of association rules based on paillier encryption algorithm
title_full Privacy-preserving mining of association rules based on paillier encryption algorithm
title_fullStr Privacy-preserving mining of association rules based on paillier encryption algorithm
title_full_unstemmed Privacy-preserving mining of association rules based on paillier encryption algorithm
title_short Privacy-preserving mining of association rules based on paillier encryption algorithm
title_sort privacy preserving mining of association rules based on paillier encryption algorithm
topic privacy preserving
association rules
homomorphic encryption
url http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2016.00014
work_keys_str_mv AT huanxing privacypreservingminingofassociationrulesbasedonpaillierencryptionalgorithm
AT linzhang privacypreservingminingofassociationrulesbasedonpaillierencryptionalgorithm