Privacy protection method and system for fingerprint authentication
A privacy protection system and fingerprint authentication technology, applied in the intersection of biometric authentication and information security, can solve the problems of complex fingerprint data, high dimension, difficulty in determining the sensitivity function, etc., to ensure accuracy and efficiency, information disturbance effect achieved
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[0040] The present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments.
[0041] The embodiment of the present invention provides a privacy protection scheme for fingerprint authentication. First, preprocessing includes reading in the fingerprint data to be processed to obtain a fingerprint matrix and calculating the rank of the fingerprint matrix; Decompose to obtain the low-rank singular value matrix of the fingerprint matrix, which approximately represents the fingerprint matrix; then use the exponential mechanism to calculate the optimal rank of the fingerprint data; update the singular value matrix according to the obtained optimal rank; Laplacian noise is added to each singular value of the singular value matrix, and the perturbation of fingerprint information is realized with very little noise addition, and the perturbation result satisfies the constraints of the definition of differential privacy; secondly, p...
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