Authenticated Index Structures for Aggregation Queries

Feifei Li, Marios Hadjieleftheriou, G. Kollios, L. Reyzin
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引用次数: 88

Abstract

Query authentication is an essential component in Outsourced DataBase (ODB) systems. This article introduces efficient index structures for authenticating aggregation queries over large datasets. First, we design an index that features good performance characteristics for static environments. Then, we propose more involved structures for the dynamic case. Our structures feature excellent performance for authenticating queries with multiple aggregate attributes and multiple selection predicates. Furthermore, our techniques cover a large number of aggregate types, including distributive aggregates (such as SUM, COUNT, MIN, and MAX), algebraic aggregates (such as the AVG), and holistic aggregates (such as MEDIAN and QUANTILE). We have also addressed the issue of authenticating aggregation queries efficiently when the database is encrypted to protect data confidentiality. Finally, we implemented a working prototype of the proposed techniques and experimentally validated the effectiveness and efficiency of our methods.
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聚合查询的认证索引结构
查询身份验证是外包数据库(ODB)系统中的一个重要组件。本文介绍了用于对大型数据集上的聚合查询进行身份验证的高效索引结构。首先,我们为静态环境设计了一个具有良好性能特征的索引。然后,我们提出了更多涉及结构的动态情况。我们的结构在验证具有多个聚合属性和多个选择谓词的查询方面具有出色的性能。此外,我们的技术涵盖了大量的聚合类型,包括分布聚合(如SUM、COUNT、MIN和MAX)、代数聚合(如AVG)和整体聚合(如MEDIAN和QUANTILE)。我们还解决了在加密数据库以保护数据机密性时对聚合查询进行有效身份验证的问题。最后,我们实现了所提出技术的工作原型,并通过实验验证了我们方法的有效性和效率。
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来源期刊
ACM Transactions on Information and System Security
ACM Transactions on Information and System Security 工程技术-计算机:信息系统
CiteScore
4.50
自引率
0.00%
发文量
0
审稿时长
3.3 months
期刊介绍: ISSEC is a scholarly, scientific journal that publishes original research papers in all areas of information and system security, including technologies, systems, applications, and policies.
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