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laplace-perturbation-mechanism

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CMU-SAFARI / SNP-Selective-Hiding

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An optimization-based mechanism 🧬 🔐 to selectively hide the minimum number of overlapping SNPs among the family members 👨‍👩‍👧‍👦 who participated in the genomic studies (i.e. GWAS). Our goal is to distort the dependencies among the family members in the original database for achieving better privacy without significantly degrading the data utility.

gwas genomics data-privacy differential-privacy genomic-data-analysis laplace-distribution genomic-privacy laplace-perturbation-mechanism genomic-dataset data-utility
  • Updated Nov 15, 2021
  • MATLAB

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