WEKO3
アイテム
A Solution For Privacy Protection In MapReduce
http://hdl.handle.net/2261/51629
http://hdl.handle.net/2261/51629e038340c-38dd-4405-8975-d60212e65980
名前 / ファイル | ライセンス | アクション |
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Item type | 学位論文 / Thesis or Dissertation(1) | |||||
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公開日 | 2012-05-18 | |||||
タイトル | ||||||
タイトル | A Solution For Privacy Protection In MapReduce | |||||
言語 | ||||||
言語 | eng | |||||
資源タイプ | ||||||
資源 | http://purl.org/coar/resource_type/c_46ec | |||||
タイプ | thesis | |||||
その他のタイトル | ||||||
その他のタイトル | MapReduceにおけるプライバシーの手法の提案 | |||||
著者 |
Tran, Quang
× Tran, Quang |
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著者別名 | ||||||
識別子 | 8169 | |||||
識別子Scheme | WEKO | |||||
姓名 | チャン, クワン | |||||
著者所属 | ||||||
著者所属 | 東京大学大学院工学系研究科電気系工学専攻 | |||||
著者所属 | ||||||
著者所属 | Department of Electrical Engineering and Information Systems, Graduate School of Engineering, The University of Tokyo | |||||
Abstract | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | Recently, the development of storage and networking technology have made processing tremendous data become real. As a result, the demand of discovering knowledge from the bigdata by using tools such as statistical analysis and data mining naturally become higher. Using MapReduce a software framework introduced by Google in 2004 to implement computations on clusters of commodity computers is an economical solution. However, malicious MapReduce framework or source codes can leak the sensitive data through computation process. An approach which giving user the least privilege on MapReduce-based system can solve the problem. Therefore, in our research, we propose a MapReduce-based system limiting the access to system resource by using SELinux. Moreover, noise were added to the output of the Reduce to ensure the computational result can not signal the presence of a sensitive data. Our prototype implementation demonstrates the efficiency of preserving privacy on several cases. | |||||
書誌情報 | 発行日 2012-03-22 | |||||
日本十進分類法 | ||||||
主題 | 007 | |||||
主題Scheme | NDC | |||||
学位名 | ||||||
学位名 | 修士(工学) | |||||
学位 | ||||||
値 | master | |||||
研究科・専攻 | ||||||
工学系研究科電気系工学専攻 | ||||||
学位授与年月日 | ||||||
学位授与年月日 | 2012-03-22 |