Differential privacy protection technology and its application in big data environment
The privacy protection in big data is a research hotspot in the field of cyberspace security.As a strict and provable definition of privacy protection,studying application status of differential privacy protection in big data environment can provide reference and guidance for its subsequent system a...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2019-10-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2019209/ |
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| _version_ | 1841539385474940928 |
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| author | Yu FU Yihan YU Xiaoping WU |
| author_facet | Yu FU Yihan YU Xiaoping WU |
| author_sort | Yu FU |
| collection | DOAJ |
| description | The privacy protection in big data is a research hotspot in the field of cyberspace security.As a strict and provable definition of privacy protection,studying application status of differential privacy protection in big data environment can provide reference and guidance for its subsequent system applications.Based on the analysis of the related concepts and technical characteristics of differential privacy protection,the application of differential privacy protection technology was reviewed in data distribution and analysis,cloud computing and big data computing,location and trajectory services and social networks,which expounded the current representative research results and analyzed its existing problems.The research shows that the existing results have made effective innovation and exploration of differential privacy protection applications from the aspects of differential privacy protection mechanism,noise addition mechanism and location,and data processing methods,and the related results have been cross-applied in different scenarios.Finally,four major problems that need to be studied in the further systematic application of differential privacy protection in the big data environment are proposed. |
| format | Article |
| id | doaj-art-d90f277e264e4460a6f19c94caeb6ddd |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2019-10-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-d90f277e264e4460a6f19c94caeb6ddd2025-01-14T07:17:57ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2019-10-014015716859730494Differential privacy protection technology and its application in big data environmentYu FUYihan YUXiaoping WUThe privacy protection in big data is a research hotspot in the field of cyberspace security.As a strict and provable definition of privacy protection,studying application status of differential privacy protection in big data environment can provide reference and guidance for its subsequent system applications.Based on the analysis of the related concepts and technical characteristics of differential privacy protection,the application of differential privacy protection technology was reviewed in data distribution and analysis,cloud computing and big data computing,location and trajectory services and social networks,which expounded the current representative research results and analyzed its existing problems.The research shows that the existing results have made effective innovation and exploration of differential privacy protection applications from the aspects of differential privacy protection mechanism,noise addition mechanism and location,and data processing methods,and the related results have been cross-applied in different scenarios.Finally,four major problems that need to be studied in the further systematic application of differential privacy protection in the big data environment are proposed.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2019209/differential privacyprivacy protectionbig datadata publishingcloud computinglocation servicesocial network |
| spellingShingle | Yu FU Yihan YU Xiaoping WU Differential privacy protection technology and its application in big data environment Tongxin xuebao differential privacy privacy protection big data data publishing cloud computing location service social network |
| title | Differential privacy protection technology and its application in big data environment |
| title_full | Differential privacy protection technology and its application in big data environment |
| title_fullStr | Differential privacy protection technology and its application in big data environment |
| title_full_unstemmed | Differential privacy protection technology and its application in big data environment |
| title_short | Differential privacy protection technology and its application in big data environment |
| title_sort | differential privacy protection technology and its application in big data environment |
| topic | differential privacy privacy protection big data data publishing cloud computing location service social network |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2019209/ |
| work_keys_str_mv | AT yufu differentialprivacyprotectiontechnologyanditsapplicationinbigdataenvironment AT yihanyu differentialprivacyprotectiontechnologyanditsapplicationinbigdataenvironment AT xiaopingwu differentialprivacyprotectiontechnologyanditsapplicationinbigdataenvironment |