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Data Outsourcing in Cloud Environments: A Privacy Preserving Approach

机译:云环境中的数据外包:一种隐私保护方法

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With the increasing cost of maintaining IT centers, organizations are looking into outsourcing thier storage and computational needs to a cloud server. However, such outsourcing has also raised the more serious issue of data privacy. In this paper, we summarize our work in privacy-preserving data outsourcing. In particular, we discuss the issue of employing vertical fragmentation to a relation so that the fragment that is assigned to the cloud server contains maximum data without violating privacy. Here, privacy is expressed in terms of a set of confidentiality constraints. We represent the confidentiality constraints as a graph where the nodes are the attributes and links represent paired confidentiality. We then apply the graph coloring problem with two colors for the a cyclic portion of the graph. We use some heuristic to eliminate the cycles, and complete the coloring of all nodes. We are currently extending the work to multiple relations and constraints with multiple attributes in a constraint (i.e., triplet, quadruplet, etc.) instead of just pairs.
机译:随着维护IT中心的成本不断增加,组织正在考虑将其存储和计算需求外包给云服务器。但是,这种外包也提出了更严重的数据隐私问题。在本文中,我们总结了在保护隐私的数据外包中的工作。特别是,我们讨论了对关系采用垂直分段的问题,以便分配给云服务器的分段包含最大数据而又不侵犯隐私。这里,隐私是根据一组保密性约束来表达的。我们将机密性约束表示为图形,其中节点是属性,链接表示成对的机密性。然后,我们为图形的循环部分应用具有两种颜色的图形着色问题。我们使用一些启发式方法来消除循环,并完成所有节点的着色。我们目前正在将工作扩展到约束中具有多个属性(即三元组,四元组等)的多个关系和约束,而不仅仅是对。

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