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...
Saved in:
Main Authors: | , |
---|---|
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 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
_version_ | 1841530485375762432 |
---|---|
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 |
id | doaj-art-e38e8a08423e4fb18e8c2ccf63aada74 |
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 |