Differentially Private Tree-Based Redescription Mining. (arXiv:2212.06630v1 [cs.DB])

Differential privacy provides a strong form of privacy and allows preserving
most original characteristics of the data set. Utilizing these benefits
requires one to design specific differentially private data analysis
algorithms. In this work, we present three tree-based algorithms for mining
redescriptions while preserving differential privacy. Redescription mining is
an exploratory data analysis method for finding connections between two views
over the same entities, such as phenotypes and genotypes of medical patients,
for example. It has applications in many fields, …

mining