Thoughts about Information Security (1)


差分隐私

密码学中的一种手段,指在提供一种当从统计数据查询时,最大化数据查询的准确度,同时最大限度减少识别其记录的机会



噪声算法

Laplace噪声:连续概率分布

A[D]=f[D]+Lap[Δf/ε]

A输出数据

f原数据 

Δf敏感度 

ε隐私预算




Differential privacy


A method in cryptography that refers to providing a way to maximize the accuracy of data queries when querying from statistical data, while minimizing the chance of identifying its records



Noise Algorithm

Laplace noise: continuous probability distribution

A [D] = f [D] + Lap [Δf / ε]

A output data

f original data

Δf sensitivity

εprivacy budget





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