Implementation and evaluation of big data desensitization system based on format-preserving encryption
Data desensitization is a process that makes some special transformations on sensitive data in order to protect the secrecy and privacy from being acquired by malicious attackers.Format-preserving encryption is one of the techniques of data desensitization, which has the advantage of keeping data fo...
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| Format: | Article |
| Language: | zho |
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Beijing Xintong Media Co., Ltd
2017-03-01
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| Series: | Dianxin kexue |
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| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2017059/ |
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| _version_ | 1841529066453204992 |
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| author | Chaoyi BIAN Shaomin ZHU Tao ZHOU |
| author_facet | Chaoyi BIAN Shaomin ZHU Tao ZHOU |
| author_sort | Chaoyi BIAN |
| collection | DOAJ |
| description | Data desensitization is a process that makes some special transformations on sensitive data in order to protect the secrecy and privacy from being acquired by malicious attackers.Format-preserving encryption is one of the techniques of data desensitization, which has the advantage of keeping data format unchanged so that the upper layer applications are not affected.Along with the coming of big data and the wide application of the Hadoop platform, data desensitization techniques for traditional relational database management systems cannot satisfy the need of production. A data desensitization system based on format-preserving encryption for Hadoop platform was implemented, which provided the encryption support for multiple data storage formats and data value types. Moreover, three different sorts of implementations were discussed, and a series of experiments were carried out to evaluate the performance. |
| format | Article |
| id | doaj-art-03fd543cf02f49d0b4350a8088297f59 |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2017-03-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-03fd543cf02f49d0b4350a8088297f592025-01-15T03:25:34ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012017-03-013311912559804551Implementation and evaluation of big data desensitization system based on format-preserving encryptionChaoyi BIANShaomin ZHUTao ZHOUData desensitization is a process that makes some special transformations on sensitive data in order to protect the secrecy and privacy from being acquired by malicious attackers.Format-preserving encryption is one of the techniques of data desensitization, which has the advantage of keeping data format unchanged so that the upper layer applications are not affected.Along with the coming of big data and the wide application of the Hadoop platform, data desensitization techniques for traditional relational database management systems cannot satisfy the need of production. A data desensitization system based on format-preserving encryption for Hadoop platform was implemented, which provided the encryption support for multiple data storage formats and data value types. Moreover, three different sorts of implementations were discussed, and a series of experiments were carried out to evaluate the performance.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2017059/big datadata desensitizationformat-preserving encryptionsystemevaluation |
| spellingShingle | Chaoyi BIAN Shaomin ZHU Tao ZHOU Implementation and evaluation of big data desensitization system based on format-preserving encryption Dianxin kexue big data data desensitization format-preserving encryption system evaluation |
| title | Implementation and evaluation of big data desensitization system based on format-preserving encryption |
| title_full | Implementation and evaluation of big data desensitization system based on format-preserving encryption |
| title_fullStr | Implementation and evaluation of big data desensitization system based on format-preserving encryption |
| title_full_unstemmed | Implementation and evaluation of big data desensitization system based on format-preserving encryption |
| title_short | Implementation and evaluation of big data desensitization system based on format-preserving encryption |
| title_sort | implementation and evaluation of big data desensitization system based on format preserving encryption |
| topic | big data data desensitization format-preserving encryption system evaluation |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2017059/ |
| work_keys_str_mv | AT chaoyibian implementationandevaluationofbigdatadesensitizationsystembasedonformatpreservingencryption AT shaominzhu implementationandevaluationofbigdatadesensitizationsystembasedonformatpreservingencryption AT taozhou implementationandevaluationofbigdatadesensitizationsystembasedonformatpreservingencryption |