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Digital Watermarking for Relational Database Security Using mRMR Based Binary Bat Algorithm

机译:使用基于mRMR的Binary Bat算法进行数字水印保护关系数据库的安全

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摘要

Publically available relational data without security protection may cause data protection issues. Watermarking facilitates solution for remote sharing of relational database by ensuring data integrity and security. In this research, a reversible watermarking for numerical relational database by using evolutionary technique has been proposed that ensure the integrity of underlying data and robustness of watermark. Moreover, mRMR based feature subset selection technique has been used to select attributes for implementation of watermark instead of watermarking whole database. Binary Bat algorithm has been used as constraints optimization technique for watermark creation. Experimental results have shown the effectiveness of the proposed technique against data tempering attacks. In case of alteration attacks, almost 70% data has been recovered, 50% in deletion attacks and 100% data is retrieved after insertion attacks. The watermarking based on evolutionary technique (WET) i.e., mRMR based Binary Bat Algorithm ensures the data accuracy and it is resilient against malicious attacks.
机译:没有安全保护的公开可用关系数据可能会导致数据保护问题。通过确保数据的完整性和安全性,加水印为远程共享关系数据库提供了解决方案。在这项研究中,提出了一种使用进化技术的数字关系数据库可逆水印,以确保基础数据的完整性和水印的鲁棒性。此外,基于mRMR的特征子集选择技术已被用于选择实现水印的属性,而不是对整个数据库进行水印。 Binary Bat算法已被用作水印创建的约束优化技术。实验结果表明,该技术可有效抵抗数据回火攻击。在发生更改攻击的情况下,已恢复了近70%的数据,在删除攻击中恢复了50%的数据,在插入攻击后恢复了100%的数据。基于进化技术(WET)的水印,即基于mRMR的Binary Bat算法,可确保数据准确性并具有抵御恶意攻击的能力。

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