Towards Multi-User, Secure, and Verifiable $k$NN Query in Cloud Database

计算机科学 可验证秘密共享 符号 云计算 加密 查询语言 数据库 理论计算机科学 情报检索 计算机安全 程序设计语言 数学 算术 集合(抽象数据类型) 操作系统
作者
Ningning Cui,Qi Kang,Taotao Cai,Jianxin Li,Xiaochun Yang,Ningning Cui,Hong Zhong
出处
期刊:IEEE Transactions on Knowledge and Data Engineering [IEEE Computer Society]
卷期号:35 (9): 9333-9349 被引量:2
标识
DOI:10.1109/tkde.2023.3237879
摘要

With the boom in cloud computing, data outsourcing in location-based services is proliferating and has attracted increasing interest from research communities and commercial applications. Nevertheless, since the cloud server is probably both untrusted and malicious, concerns about data security and result integrity have become on the rise sharply. In addition, in the single-user situation assumed by most existing works, query users can capture query content from each other even though the queries are encrypted, which may incur the leakage of query privacy. Unfortunately, there exists little work that can commendably assure data security and result integrity in the multi-user setting. To this end, in this article, we study the problem of multi-user, secure, and verifiable $k$ nearest neighbor query ( MSV $k$k NN ). To support MSV $k$ NN, we first propose a novel unified structure, called verifiable and secure index (VSI). Based on this, we devise a series of secure protocols to facilitate query processing and develop a compact verification strategy. Given an MSV $k$ NN query, our proposed solution can not merely answer the query efficiently while can guarantee: 1) preserving data privacy , query privacy , result privacy , and access patterns privacy ; 2) authenticating the correctness and completeness of the results; 3) supporting multi-user with different keys. Finally, the formal security analysis and complexity analysis are theoretically proven and the performance and feasibility of our proposed approach are empirically evaluated and demonstrated.
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