1. 四川大学计算机学院,四川 成都 610065
2. 四川大学网络空间安全学院,四川 成都 610065
3. 四川大学网络空间安全研究院,四川 成都 610065
[ "苏秋月(1993- ),女,四川绵阳人,四川大学硕士生,主要研究方向为大数据平台数据治理与访问控制。" ]
[ "陈兴蜀(1968- ),女,贵州六枝人,博士,四川大学教授、博士生导师,主要研究方向为云计算与大数据安全、可信计算与信息保障。" ]
[ "罗永刚(1980- ),男,贵州瓮安人,博士,四川大学助理研究员,主要研究方向为云计算及大数据安全。" ]
网络首发:2019-02,
纸质出版:2019-02-15
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苏秋月, 陈兴蜀, 罗永刚. 大数据环境下多源异构数据的访问控制模型[J]. 网络与信息安全学报, 2019,5(1):78-86.
Qiuyue SU, Xingshu CHEN, Yonggang LUO. Access control model for multi-source heterogeneous data in big data environment[J]. Chinese Journal of Network and Information Security, 2019, 5(1): 78-86.
苏秋月, 陈兴蜀, 罗永刚. 大数据环境下多源异构数据的访问控制模型[J]. 网络与信息安全学报, 2019,5(1):78-86. DOI: 10.11959/j.issn.2096-109x.2019009.
Qiuyue SU, Xingshu CHEN, Yonggang LUO. Access control model for multi-source heterogeneous data in big data environment[J]. Chinese Journal of Network and Information Security, 2019, 5(1): 78-86. DOI: 10.11959/j.issn.2096-109x.2019009.
大数据平台具有开放性和共享性,但随着数据量不断增加且用户访问上下文环境复杂多变,RBAC模型难以满足大数据环境下细粒度、灵活的访问控制。针对这一问题,提出了大数据平台下多源异构数据的访问控制模型。该模型根据属性动态地确定角色权限,并构建基于数据组的层次结构,实现数据属性的简单管理。对该模型进行了形式化定义,阐述了在 Hadoop 平台中的实现和工作流程,并通过实验验证了所提方案的性能开销相对较小。
The big data platform is open and shared
but with the increasing amount of data and the complex and variable user access context
the RBAC model is difficult to meet the fine-grained and flexible access control in big data environment.To solve this problem
an access control model for multi-source heterogeneous data in big data platform is proposed.The model dynamically determines role permissions based on attributes and builds a hierarchical structure based on data groups to achieve simple management of data attributes.The model is formally defined
and the implementation and workflow in Hadoop platform are described.The experimental results show that the performance overhead of the proposed scheme is relatively small.
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