BCP-based joint delegation learning model and protocol
In order to realize data security sharing and reduce the computing costs of clients in data mining process, a joint delegation learning model and protocol based on BCP homomorphic encryption algorithm was proposed.Firstly, a privacy preserving method based on false records was proposed for the secur...
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| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | zho |
| Published: |
Editorial Department of Journal on Communications
2021-05-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2021089/ |
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| _version_ | 1841539225164447744 |
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| author | Sheng GAO Kang XIANG Youliang TIAN Weijie TAN Tao FENG Xiaoxue WU |
| author_facet | Sheng GAO Kang XIANG Youliang TIAN Weijie TAN Tao FENG Xiaoxue WU |
| author_sort | Sheng GAO |
| collection | DOAJ |
| description | In order to realize data security sharing and reduce the computing costs of clients in data mining process, a joint delegation learning model and protocol based on BCP homomorphic encryption algorithm was proposed.Firstly, a privacy preserving method based on false records was proposed for the security of decision tree model.Secondly, in view of the vertical and horizontal distribution of data, the corresponding delegation learning protocols based on privacy preserving delegation dot product algorithm and privacy preserving delegation entropy algorithm was proposed.Finally, the security proof and the performance analysis of delegation learning protocols and decision tree model structure were given.The results show that the privacy protection method based on false records does not affect the final model construction, and the final model obtained by each client is the same as that constructed by real data. |
| format | Article |
| id | doaj-art-b555f5a9b79645cd9bb448566c992e70 |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2021-05-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-b555f5a9b79645cd9bb448566c992e702025-01-14T07:24:06ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2021-05-014213714859835463BCP-based joint delegation learning model and protocolSheng GAOKang XIANGYouliang TIANWeijie TANTao FENGXiaoxue WUIn order to realize data security sharing and reduce the computing costs of clients in data mining process, a joint delegation learning model and protocol based on BCP homomorphic encryption algorithm was proposed.Firstly, a privacy preserving method based on false records was proposed for the security of decision tree model.Secondly, in view of the vertical and horizontal distribution of data, the corresponding delegation learning protocols based on privacy preserving delegation dot product algorithm and privacy preserving delegation entropy algorithm was proposed.Finally, the security proof and the performance analysis of delegation learning protocols and decision tree model structure were given.The results show that the privacy protection method based on false records does not affect the final model construction, and the final model obtained by each client is the same as that constructed by real data.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2021089/delegation learningdecision treeBCP homomorphic encryptiondata mining |
| spellingShingle | Sheng GAO Kang XIANG Youliang TIAN Weijie TAN Tao FENG Xiaoxue WU BCP-based joint delegation learning model and protocol Tongxin xuebao delegation learning decision tree BCP homomorphic encryption data mining |
| title | BCP-based joint delegation learning model and protocol |
| title_full | BCP-based joint delegation learning model and protocol |
| title_fullStr | BCP-based joint delegation learning model and protocol |
| title_full_unstemmed | BCP-based joint delegation learning model and protocol |
| title_short | BCP-based joint delegation learning model and protocol |
| title_sort | bcp based joint delegation learning model and protocol |
| topic | delegation learning decision tree BCP homomorphic encryption data mining |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2021089/ |
| work_keys_str_mv | AT shenggao bcpbasedjointdelegationlearningmodelandprotocol AT kangxiang bcpbasedjointdelegationlearningmodelandprotocol AT youliangtian bcpbasedjointdelegationlearningmodelandprotocol AT weijietan bcpbasedjointdelegationlearningmodelandprotocol AT taofeng bcpbasedjointdelegationlearningmodelandprotocol AT xiaoxuewu bcpbasedjointdelegationlearningmodelandprotocol |