研究目的
To address the security concerns of top-k query services on untrusted storage servers by providing a method that preserves data privacy and allows users to verify the authenticity and integrity of query results, while supporting functional top-k queries in multi-dimensional space.
研究成果
The proposed SFTopk method effectively addresses the challenges of secure functional top-k queries in multi-dimensional space, preserving data privacy and correctness with lower communication overhead and computation cost compared to prior works. It supports both sum and conjunction query functions, enabling users to retrieve valuable information according to their preferences.
研究不足
The study assumes that storage servers are untrusted and may attempt to snoop or modify data. It also assumes that users and data owners are trusted and have the necessary encryption keys. The method's efficiency may decrease if there is no dominant relationship among data points, leading to all data points being placed in the same level.
1:Experimental Design and Method Selection:
The study employs Advanced Encryption Standard (AES) with CBC mode and Order-Preserving Symmetric Encryption (OPSE) for data privacy, and constructs a Layered Authenticity tree (LA tree) for verifying query results.
2:Sample Selection and Data Sources:
The experiments use a file level storage system as the searching database, with files and their corresponding data points processed over the encrypted domain.
3:List of Experimental Equipment and Materials:
A laptop with a
4:6GHz CPU and 2GB RAM, a QNAP TS-469U-SP storage server with Intel Atom 13GHz Dual-core processor and 3GB RAM, 160-bit SHA-1 hash function, and 128-bit OPSE function. Experimental Procedures and Operational Workflow:
The methodology involves encrypting data points and files, constructing an LA tree for verifiable objects, and processing queries over the encrypted domain.
5:Data Analysis Methods:
The performance is evaluated in terms of communication cost and computation time, comparing SFTopk with prior works like SPLTopk and ATQ.
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