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Efficient privacy-preserving scheme supporting disjunctive multi-keyword search with ranking

机译:高效的隐私保护方案,支持带等级的析取多关键字搜索

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Information storage and retrieval from the cloud is growing continuously unabated. The cost-efficient solutions offered by the cloud providers to the end-users have motivated them to outsource their confidential data to the cloud. Outsourcing confidential data leads to enhanced privacy risks due to disclosure of sensitive information to adversaries. To handle this disclosure of information, encryption is preferred, but it hinders the efficient searching on the documents. The existing searchable encryption schemes either focused on optimization of search time or improvement of search efficiency. To solve this trade-off between search time and search efficiency, we propose an efficient disjunctive search scheme using non-positional inverted index. To the best of our knowledge, there is no searchable encryption scheme based on the non-positional inverted index in the literature. Thus, we first propose a basic scheme based on a non-positional inverted index to search the desired keywords and highlight its inefficiency in terms of high search time required. To perform efficient searching, an extended search scheme is proposed using keyword binning, which reduces comparisons required and improves the search time. The extended search scheme has recall of 100% and precision 99.75%. The experimental analysis of the proposed scheme on real datasets proves that the proposed scheme is privacy-preserving and efficient.
机译:信息存储和从云中获取的信息不断增长。云提供商向最终用户提供的具有成本效益的解决方案促使他们将机密数据外包给云。由于将敏感信息泄露给对手,将机密数据外包会导致更大的隐私风险。为了处理这种信息公开,加密是优选的,但是它阻碍了对文档的有效搜索。现有的可搜索加密方案要么专注于优化搜索时间,要么专注于提高搜索效率。为了解决搜索时间和搜索效率之间的折衷问题,我们提出了一种使用非位置倒排索引的有效析取搜索方案。据我们所知,文献中没有基于非位置倒排索引的可搜索加密方案。因此,我们首先提出一种基于非位置倒排索引的基本方案,以搜索所需的关键字并根据所需的高搜索时间突出其效率低下。为了执行有效的搜索,提出了一种使用关键字合并的扩展搜索方案,该方案减少了所需的比较并缩短了搜索时间。扩展搜索方案的查全率为100%,精确度为99.75%。在真实数据集上对该方案进行的实验分析表明,该方案具有保密性和有效性。

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