Longtail transforms RV from the given empirical distribution to the standard normal distribution

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.

Linear regression for Laplace distributed targets

A python script for privacy-preserving data mining, allowing secure data analysis without exposing individual data points by implementing differential privacy technique (Laplace Distribution) to ensure data security and privacy.