Akito Yamamoto

Privacy-Preserving Statistical Analysis of Genomic Data using Compressive Mechanism with Haar Wavelet Transform

This paper introduces two privacy-preserving methods for genomic data analysis using compressive mechanisms and Haar wavelet transforms, achieving differential privacy with high utility.

Efficient Differentially Private Methods for a Transmission Disequilibrium Test in Genome Wide Association Studies

The paper introduces efficient differentially private methods for a transmission disequilibrium test in genome-wide association studies, showing significant speed improvements over existing methods.