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Comment on “Highly Efficient Linear Regression Outsourcing to a Cloud”

机译:评论“将高效线性回归外包到云”

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摘要

We show that Chen et al.'s schemes [IEEE TCC, 2(4), 2014, 499-508] for outsourcing linear regression computation to the cloud are not unquestioned. In scheme 1, the client has to generate an orthogonal matrix. Its computational complexity is almost equal to that of solving a linear regression problem locally. In such case, the client has no necessary to outsource the computations to the cloud. In scheme 2, it masks a matrix by multiplying two diagonal matrixes. The linear transformation is very vulnerable to statistical attack.
机译:我们证明了Chen等人的将线性回归计算外包到云中的方案[IEEE TCC,2(4),2014,499-508]并非毫无疑问。在方案1中,客户端必须生成正交矩阵。它的计算复杂度几乎等于本地解决线性回归问题的复杂度。在这种情况下,客户端没有必要将计算外包给云。在方案2中,它通过将两个对角矩阵相乘来掩盖一个矩阵。线性变换非常容易受到统计攻击。

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