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原文链接:Deep Learning with Differential Privacy abstract:新的机器学习算法,差分隐私框架下隐私成本的改良分析,使用非凸目标训练深度神经网络. 数学中最优化问题的一般表述是求取$  x * \in \chi $ 使得 $ f(x * ) = min\{ f(x):x \in \chi \}  $,其中x是n维向量, $  \chi $  是x的可行域,f是$ \chi $ 上的实值函数.凸优化问题是指$  \chi $ 是闭合的凸集且f是$  \c…
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郑重声明:原文参见标题,如有侵权,请联系作者,将会撤销发布! Full version of a paper at the 8-th International Conference on Applications and Techniques in Information Security (ATIS 2017) [24]. Abstract 我们建立了一个隐私保护的深度学习系统,在这个系统中,许多学习参与者对组合后的数据集执行基于神经网络的深度学习,而实际上没有向中央服务器透露参与者的本地数…