Health data aggregation method based on differential privacy
A technology of health data and aggregation methods, applied in the field of cryptography and information security, which can solve problems such as damage to the interests of policyholders
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[0012] The present invention will be described in detail below using an implementation case.
[0013] Definition: P i Indicates the ith patient in a specific area, i=1,2,3...,n; ID i Indicates the identity information of the i-th patient; x i Indicates the private key of the ith patient; y i Represents the public key of the i-th patient; H(x) represents a secure hash function, H:{0,1} * →G 1 ;t represents the moment of aggregation; m i Indicates the health data of the i-th patient at time t; Δ means to generate an m i interval; B(w n ,1 / 2) means an unbiased binomial distribution.
[0014] 1. Data preparation stage
[0015] 1. Data preparation required by the local health data center (LHC)
[0016] ① Select two secret random numbers ε, δ according to privacy and practical requirements; and calculate w=64Δ 2 log(2 / δ) / ε 2 , where Δ is m i interval.
[0017] ②Choose three safe prime numbers q, q 1 ,q 2 ; and calculate N=q 1 q 2 .
[0018] ③From the N-order cycl...
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