Differential privacy release method and system for associated tuple data

A differential privacy and tuple technology, applied in digital data protection, electronic digital data processing, special data processing applications, etc., can solve the problem of reduced privacy protection intensity, and achieve the effect of preventing reasoning attacks

Active Publication Date: 2021-03-12
CHONGQING UNIV OF POSTS & TELECOMM
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0006] Based on the problems mentioned in the above-mentioned background technology, the present invention provides a method and system for publishing differentially private associated tuple data, which is used to solve the problems to be protected in the

Method used

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  • Differential privacy release method and system for associated tuple data
  • Differential privacy release method and system for associated tuple data
  • Differential privacy release method and system for associated tuple data

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Embodiment

[0061] The concept, specific structure and technical effects of the present invention will be further described below in conjunction with the accompanying drawings and embodiments, so as to fully understand the purpose, features and effects of the present invention.

[0062] Taking the associated tuple data composed of friendship relationships between 32,768 students of a certain social networking site as an example below, the specific implementation steps of the present invention will be described. Obtain the mental health status of students, and at the same time ensure that the published associated tuple data cannot reveal the specific friendship relationship of a single classmate.

[0063] The method provided by the technical solution of the present invention can adopt computer software technology to realize the automatic operation process, figure 1 and image 3 is the overall method flowchart of the embodiment of the present invention, see figure 1 , combined with figure

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Abstract

The invention provides a differential privacy release method and system for associated tuple data, and relates to the field of data mining and privacy protection, which comprises the following steps of: generating initialization noise and disturbing an initialization query result, generating noise meeting a specific auto-covariance matrix according to a new query function, disturbing the query result, finally, processing all queries by adopting an iterative mechanism until the query function sequence is processed, and outputting and publishing a disturbance query result. According to the generalized Laplace noise generation method and the practical and efficient iteration and updating mechanism provided by the invention, the problem that the privacy protection strength is reduced due to the fact that noise generated by differential privacy is independent when tuple data to be protected is related in an existing publishing method of utilizing differential privacy protection associated tuple data is solved.

Description

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Claims

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Application Information

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Owner CHONGQING UNIV OF POSTS & TELECOMM
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