论文标题

语义,高效和安全搜索在加密的云数据上

Semantic, Efficient, and Secure Search over Encrypted Cloud Data

论文作者

Boucenna, Fateh

论文摘要

公司和个人要求越来越多的存储空间和计算能力。为此,已经设计和实施了几种新技术,例如云计算。该技术以灵活和个性化的方式根据需求为用户提供了存储空间和计算能力。但是,外包数据,例如电子邮件,电子健康记录和公司报告敏感且机密。因此,保护​​外包数据免受可能的外部攻击和云服务器本身是原始的。这就是为什么强烈建议在将敏感数据加密之前,然后再将其外包给远程服务器。为了对外包数据进行搜索,鉴于这些数据已加密,不再可以利用传统的搜索引擎。因此,文献中已经提出了许多可搜索的加密(SE)方案。在文献中研究了三个主要的可搜索加密区域研究轴。第一个轴包括确保搜索方法的安全性。实际上,应在不解密任何数据的情况下执行搜索过程,而不会导致任何敏感信息泄漏。第二轴包括研究搜索​​性能。实际上,加密索引的效率不如明文索引,这使得可搜索的加密方案在实践中非常慢。更多的方法是安全的,更有效的效率,因此,挑战在于找到安全性和绩效之间的最佳折衷。最后,第三个研究轴是根据相关性和召回率返回结果的质量。问题在于,该索引的加密导致召回和精度的降解。因此,目标是提出一种能够获得传统搜索中获得几乎相同结果的技术。

Companies and individuals demand more and more storage space and computing power. For this purpose, several new technologies have been designed and implemented, such as the cloud computing. This technology provides its users with storage space and computing power according to their needs in a flexible and personalized way. However, the outsourced data such as emails, electronic health records, and company reports are sensitive and confidential. Therefore, It is primordial to protect the outsourced data against possible external attacks and the cloud server itself. That is why it is highly recommended to encrypt the sensitive data before being outsourced to a remote server. To perform searches over outsourced data, it is no longer possible to exploit traditional search engines given that these data are encrypted. Consequently, lots of searchable encryption (SE) schemes have been proposed in the literature. Three major research axes of searchable encryption area have been studied in the literature. The first axis consists in ensuring the security of the search approach. Indeed, the search process should be performed without decryption any data and without causing any sensitive information leakage. The second axis consists in studying the search performance. In fact, the encrypted indexes are less efficient than the plaintext indexes, which makes the searchable encryption schemes very slow in practice. More the approach is secure, less it is efficient, thus, the challenge consists in finding the best compromise between security and performance. Finally, the third research axis consists in the quality of the returned results in terms of relevance and recall. The problem is that the encryption of the index causes the degradation of the recall and the precision. Therefore, the goal is to propose a technique that is able to obtain almost the same result obtained in the traditional search.

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