Study on choosing the parameter ε in differential privacy
In 2006,differential privacy has emerged as a new paradigm for privacy protection with very conservative assumptions about the adversary’s prior knowledge.It is believed that differential privacy mechanism can provide one of the strongest privacy guarantees.However,the meaning of the privacy budget...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2015-12-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015321/ |
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| _version_ | 1841539580749152256 |
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| author | Xian-mang HE Sean WANGX Hua-hui CHEN Yi-hong DONG |
| author_facet | Xian-mang HE Sean WANGX Hua-hui CHEN Yi-hong DONG |
| author_sort | Xian-mang HE |
| collection | DOAJ |
| description | In 2006,differential privacy has emerged as a new paradigm for privacy protection with very conservative assumptions about the adversary’s prior knowledge.It is believed that differential privacy mechanism can provide one of the strongest privacy guarantees.However,the meaning of the privacy budget parameter ε is still unclear for the general application users.In view of this,a new attack model,which can be used to choose the value for the parameter ε was proposed.A careful analytical study of the attack model and theoretical properties of the proposed approach was present. |
| format | Article |
| id | doaj-art-6533400e53b9468bb0fbe7ade4fc1371 |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2015-12-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-6533400e53b9468bb0fbe7ade4fc13712025-01-14T06:54:09ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2015-12-013612413059697171Study on choosing the parameter ε in differential privacyXian-mang HESean WANGXHua-hui CHENYi-hong DONGIn 2006,differential privacy has emerged as a new paradigm for privacy protection with very conservative assumptions about the adversary’s prior knowledge.It is believed that differential privacy mechanism can provide one of the strongest privacy guarantees.However,the meaning of the privacy budget parameter ε is still unclear for the general application users.In view of this,a new attack model,which can be used to choose the value for the parameter ε was proposed.A careful analytical study of the attack model and theoretical properties of the proposed approach was present.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015321/differential privacyattack modeldata privacy |
| spellingShingle | Xian-mang HE Sean WANGX Hua-hui CHEN Yi-hong DONG Study on choosing the parameter ε in differential privacy Tongxin xuebao differential privacy attack model data privacy |
| title | Study on choosing the parameter ε in differential privacy |
| title_full | Study on choosing the parameter ε in differential privacy |
| title_fullStr | Study on choosing the parameter ε in differential privacy |
| title_full_unstemmed | Study on choosing the parameter ε in differential privacy |
| title_short | Study on choosing the parameter ε in differential privacy |
| title_sort | study on choosing the parameter ε in differential privacy |
| topic | differential privacy attack model data privacy |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015321/ |
| work_keys_str_mv | AT xianmanghe studyonchoosingtheparametereindifferentialprivacy AT seanwangx studyonchoosingtheparametereindifferentialprivacy AT huahuichen studyonchoosingtheparametereindifferentialprivacy AT yihongdong studyonchoosingtheparametereindifferentialprivacy |