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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| Format: | Article |
| Language: | English |
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POSTS&TELECOM PRESS Co., LTD
2016-01-01
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| Series: | 网络与信息安全学报 |
| Subjects: | |
| Online Access: | http://www.infocomm-journal.com/cjnis/CN/10.11959/j.issn.2096-109x.2016.00014 |
| _version_ | 1818231548693970944 |
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| author | Huan XING,Lin ZHANG |
| author_facet | Huan XING,Lin ZHANG |
| author_sort | Huan XING,Lin ZHANG |
| 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. |
| first_indexed | 2024-12-12T10:52:09Z |
| format | Article |
| id | doaj.art-c8299e7bb6a443328bebfce6a41e964c |
| institution | Directory Open Access Journal |
| issn | 2096-109X |
| language | English |
| last_indexed | 2024-12-12T10:52:09Z |
| 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-c8299e7bb6a443328bebfce6a41e964c2022-12-22T00:26:45ZengPOSTS&TELECOM PRESS Co., LTD网络与信息安全学报2096-109X2016-01-0121535910.11959/j.issn.2096-109x.2016.00014Privacy-preserving mining of association rules based on paillier encryption algorithmHuan XING,Lin ZHANG0College of Computer, Nanjing University of Posts and Telecommunications, Nanjing 210003, ChinaIn 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.infocomm-journal.com/cjnis/CN/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.infocomm-journal.com/cjnis/CN/10.11959/j.issn.2096-109x.2016.00014 |
| work_keys_str_mv | AT huanxinglinzhang privacypreservingminingofassociationrulesbasedonpaillierencryptionalgorithm |