同态加密
加密
计算机科学
排名(信息检索)
相关性(法律)
云计算
情报检索
匹配(统计)
数据挖掘
数据库
数学
计算机安全
统计
政治学
操作系统
法学
作者
Guoxiu Liu,Geng Yang,Shuangjie Bai,Huaqun Wang,Yang Xiang
标识
DOI:10.1109/tsc.2020.3023393
摘要
With the advance of cloud computing technology, increasingly more documents are encrypted before being outsourced to the cloud for great convenience and economic savings. In this paper, we propose a fast and accurate searchable encryption (FASE) scheme that supports accurate top-k multi-keyword retrieval. We utilize a homomorphic orderpreserving encryption algorithm to encrypt the index and query vectors. The encryption method can not only ensure that the calculation of relevance score (SIi * T) is not exposed to the cloud server, but also protect the privacy of ranking operator. Compared to the traditional method, there are no dummy keywords added to the query vector and document vector, and the top-k search precision of the FASE scheme is 100%. To improve the search efficiency, a large number of irrelevant documents are effectively filtered by matching the document mark vector and query mark vector. Furthermore, according to the two-round ranking of the keyword matching degree and the relevance score, not only more accurate search result is returned, but the search efficiency is also further improved. The theoretical analysis and experimental results show that the FASE scheme can achieve fast and accurate multi-keyword ranking search.
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