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Verifiable Algorithm for Secure Outsourcing of Systems of Linear Equations in the Case of No Solution

机译:在没有解决方案的情况下,用于线性方程系统安全外包的可验证算法

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Systems of linear equations, as a fundamental topic in the development of the computational sciences, have been well studied in the scientific community. In this paper, we investigate secure outsourcing for large-scale systems of linear equations, which is considered as a prohibitively expensive computation for the clients with limited computational resources. Based on Chen's work, we propose a verifiable algorithm for secure outsourcing of large-scale systems of linear equations in the case of no solution under the fully malicious model. We uniquely utilize linear programming, which is another well studied scientific computing problem, to help the client to verify the correctness of results returned by the server. Compared with the state-of-the-art algorithm (Chen et al' scheme), the proposed algorithm is suitable not only for any nonsingular dense matrix A, but for a set of singular matrixes that lead the system of linear equations has no solution. Besides, the computational complexity for the verification of no solution in our scheme is still O (n2). Therefore, our proposed algorithm is more suitable for real applications.
机译:作为计算科学发展的基本话题,线性方程系统在科学界得到了很好的研究。在本文中,我们调查了对线性方程的大规模系统的安全外包,这被认为是对具有有限计算资源的客户端的昂贵计算。基于陈的工作,我们提出了一种可验证算法,以确保在完全恶意模型下没有解决方案的情况下的大规模线性方程式的安全外包算法。我们唯一利用线性编程,这是另一个研究的科学计算问题,帮助客户验证服务器返回的结果的正确性。与最先进的算法(Chen等人的方案)相比,所提出的算法不仅适用于任何非奇异致密矩阵A,而且对于导致线性方程系统的一组奇异矩阵没有解决方案。此外,在我们方案中验证没有解决方案的计算复杂性仍然是O(n2)。因此,我们所提出的算法更适合真实应用。

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